mahout git commit: Automatic Site Publish by Buildbot

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site 5829ad890 -> 7aee324d6


Automatic Site Publish by Buildbot


Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
Commit: http://git-wip-us.apache.org/repos/asf/mahout/commit/7aee324d
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/7aee324d
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/7aee324d

Branch: refs/heads/asf-site
Commit: 7aee324d6317129966480ad2956c032277897ddf
Parents: 5829ad8
Author: jenkins <***@apache.org>
Authored: Tue Jun 26 19:11:09 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Tue Jun 26 19:11:09 2018 +0000

----------------------------------------------------------------------
feed.xml | 21 ++-
index.html | 31 ++++
news/2018/06/18/preping-014.html | 201 ++++++++++++++++++++++++
users/algorithms/recommender-overview.html | 14 +-
4 files changed, 263 insertions(+), 4 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/7aee324d/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index b659dfa..384fef6 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,23 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-18T19:47:01+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">New Website</title><link href="http://mahout.apache.org//news/2017/12/20/new-website.html" rel="alternate" type="text/html" title="New Website" /><published>2017-12-20T22:16:01+00:00</published><updated>2017-12-20T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2017/12/20/new-website</id><content type="html" xml:base="http://mahout.apache.org//news/2017/12/20/new-website.html">
&lt;p&gt;We’ve launced a new website, (a HUUUGE special thanks to David Miller from &lt;a href=&quot;http://startbootstrap.com&quot;&gt;StartBootstrap.com&lt;/a&gt;).&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T19:10:24+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+
+&lt;p&gt;This release might not seem super exciting from a user perspective (except
+we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but
+it includes some very important ‘behind the scenes changes’. We’re doing a
+heavy refactoring which will combine &lt;code class=&quot;highlighter-rouge&quot;&gt;math&lt;/code&gt; and &lt;code class=&quot;highlighter-rouge&quot;&gt;math-scala&lt;/code&gt; into a module
+called &lt;code class=&quot;highlighter-rouge&quot;&gt;core&lt;/code&gt; (no change to code required!).&lt;/p&gt;
+
+&lt;p&gt;We will be moving H2o and Flink-batch engines into &lt;code class=&quot;highlighter-rouge&quot;&gt;community&lt;/code&gt; that is to
+say the code will still be available, but we won’t be actively maintaining
+it (we will accept PRs though). We’re moving the Map Reduce code to community
+and have considered to once again accepting PRs against this code (if you have
+an open PR, we’ll hit you up after the release about rebasing and considering to
+resubmit the PR)&lt;/p&gt;
+
+&lt;p&gt;We’re going to be updating the Java dependency from 1.7 to 1.8.&lt;/p&gt;
+
+&lt;p&gt;There was a LOT of old junk in the POMs which we have clipped out.&lt;/p&gt;
+
+&lt;p&gt;Stay tuned and &lt;a href=&quot;https://issues.apache.org/jira/secure/RapidBoard.jspa?rapidView=80&amp;amp;projectKey=MAHOUT&amp;amp;view=detail&amp;amp;selectedIssue=MAHOUT-2047&quot;&gt;feel free to help out&lt;/a&gt;!&lt;/p&gt;</content><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><category term="news" /><summary type="html">Hey all! We’re preparing for Mahout version 0.14.0.</summary></entry><entry><title type="html">New Website</title><link href="http://mahout.apache.org//news/2017/12/20/new-website.html" rel="alternate" type="text/html" title="New Website" /><published>2017-12-20T22:16:01+00:00</published><updated>2017-12-20T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2017/12/20/new-website</id><content type="html" xml:base="http://mahout.apache.org//news/2017/12/20/new-website.html">&lt;p&gt;We’ve launced a new website, (a HUUUGE special thanks to David Miller from &lt;a href=&quot;http://startboot
strap.com&quot;&gt;StartBootstrap.com&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;It looks great but there’s lots to do as we migrate and clean up content from the old site. If you see anything broken,
please let us know via either:&lt;/p&gt;

http://git-wip-us.apache.org/repos/asf/mahout/blob/7aee324d/index.html
----------------------------------------------------------------------
diff --git a/index.html b/index.html
index 4aed681..802cb4f 100644
--- a/index.html
+++ b/index.html
@@ -195,6 +195,37 @@


</ul>
+ <div class="float-md-right small text-muted">June 18, 2018</div>
+ </div>
+ <h3 class="card-title"><a href="/news/2018/06/18/preping-014.html">Preparing for version 0.14.0</a></h3>
+ <p>Hey all! We’re preparing for Mahout version 0.14.0.
+
+</p>
+ <a href="/news/2018/06/18/preping-014.html" class="btn btn-primary btn-sm">Read Post &rarr;</a>
+ </div>
+ </div>
+ </div>
+</div>
+
+<div class="card card-post-preview mb-4">
+ <div class="card-body">
+ <div class="row no-gutters">
+ <div class="col-3 d-none d-md-flex my-auto card-post-img">
+
+ <img class="rounded-circle img-fluid d-flex mx-auto" src="/assets/mahout-logo-blue.svg" />
+
+ </div>
+ <div class="col-12 col-md-9 card-post-text">
+ <div class="clearfix mb-3">
+ <ul class="list-inline float-md-left mb-md-0">
+
+
+ <li class="list-inline-item">
+ <a class="small text-uppercase" href="#">news</a>
+ </li>
+
+
+ </ul>
<div class="float-md-right small text-muted">December 20, 2017</div>
</div>
<h3 class="card-title"><a href="/news/2017/12/20/new-website.html">New Website</a></h3>

http://git-wip-us.apache.org/repos/asf/mahout/blob/7aee324d/news/2018/06/18/preping-014.html
----------------------------------------------------------------------
diff --git a/news/2018/06/18/preping-014.html b/news/2018/06/18/preping-014.html
new file mode 100644
index 0000000..d0e4878
--- /dev/null
+++ b/news/2018/06/18/preping-014.html
@@ -0,0 +1,201 @@
+<!DOCTYPE html>
+<html lang=" en ">
+
+<head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="IE=edge">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+
+ <title>
+ Preparing for version 0.14.0
+
+ </title>
+
+ <meta name="description" content="Hey all! We’re preparing for Mahout version 0.14.0.">
+
+ <link rel="stylesheet" href="/assets/css/main.css">
+
+ <!-- Font Awesome -->
+ <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet" integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN" crossorigin="anonymous">
+
+ <!-- Google Fonts -->
+ <link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500" rel="stylesheet">
+ <link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i" rel="stylesheet">
+
+ <link rel="canonical" href="http://mahout.apache.org//news/2018/06/18/preping-014.html">
+ <link rel="alternate" type="application/rss+xml" title="Apache Mahout" href="/%20/feed.xml">
+
+
+</head>
+
+<script>
+ (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
+ m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+ })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
+
+ ga('create', 'UA-98314020-1', 'auto');
+ ga('send', 'pageview');
+</script>
+<body>
+
+ <nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
+
+ <div class="container">
+
+ <a class="navbar-brand" href="/">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
+ </a>
+
+ <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+ <span class="navbar-toggler-icon"></span>
+ </button>
+
+ <div class="collapse navbar-collapse" id="navbarSupportedContent">
+
+ <ul class="navbar-nav ml-auto">
+
+ <!-- Download -->
+ <li class="nav-item">
+ <a class="nav-link" href="/general/downloads">Download</a>
+ </li>
+
+ <li class="nav-item">
+ <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ </li>
+
+ <!-- Developers -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
+ <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
+ <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
+ <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
+ <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
+ <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
+ <!-- <a class="dropdown-item" href="/developers/version-control/">Version Control</a> -->
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">How To's</h6>
+ <a class="dropdown-item" href="/developers/how-to-contribute">How to Contribute</a>
+ <a class="dropdown-item" href="/developers/githubPRs">Github PRs</a>
+ <a class="dropdown-item" href="/developers/how-to-become-a-committer">How to Become a Committer</a>
+ <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
+ <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
+ </div>
+ </li>
+
+ <!-- Docs -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <h6 class="dropdown-header">Release</h6>
+ <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
+ <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ </div>
+ </li>
+
+ <!-- Community -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
+ <div class="dropdown-menu dropdown-menu-right">
+ <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
+ <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
+ <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
+ <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
+ <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
+ <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
+ <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
+ <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
+ <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
+ <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
+ <!-- Clean and pretty -->
+ <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
+ <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
+ <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
+ <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
+ <!-- nikolai needs to add himself -->
+ </div>
+ </li>
+
+ <!-- GitHub -->
+ <li class="nav-item">
+ <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
+ </li>
+
+ </ul>
+
+ <!-- <form class="form-inline my-2 my-lg-0">
+ <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
+ <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
+ </form> -->
+
+ </div>
+
+ </div>
+
+</nav>
+
+
+ <div class="container mt-5 pb-4">
+
+ <article class="post" itemscope="itemscope" itemtype="http://schema.org/BlogPosting">
+
+ <header class="post-header">
+ <h1 class="post-title" itemprop="name headline">Preparing for version 0.14.0</h1>
+ <p class="post-meta">
+ <time datetime="2018-06-18T22:16:01+00:00" itemprop="datePublished">
+ 2018-06-18 22:16:01 +0000
+ </time>
+
+ </p>
+ </header>
+
+ <div class="post-content" itemprop="articleBody">
+ <p>Hey all! We’re preparing for Mahout version 0.14.0.</p>
+
+<p>This release might not seem super exciting from a user perspective (except
+we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but
+it includes some very important ‘behind the scenes changes’. We’re doing a
+heavy refactoring which will combine <code class="highlighter-rouge">math</code> and <code class="highlighter-rouge">math-scala</code> into a module
+called <code class="highlighter-rouge">core</code> (no change to code required!).</p>
+
+<p>We will be moving H2o and Flink-batch engines into <code class="highlighter-rouge">community</code> that is to
+say the code will still be available, but we won’t be actively maintaining
+it (we will accept PRs though). We’re moving the Map Reduce code to community
+and have considered to once again accepting PRs against this code (if you have
+an open PR, we’ll hit you up after the release about rebasing and considering to
+resubmit the PR)</p>
+
+<p>We’re going to be updating the Java dependency from 1.7 to 1.8.</p>
+
+<p>There was a LOT of old junk in the POMs which we have clipped out.</p>
+
+<p>Stay tuned and <a href="https://issues.apache.org/jira/secure/RapidBoard.jspa?rapidView=80&amp;projectKey=MAHOUT&amp;view=detail&amp;selectedIssue=MAHOUT-2047">feel free to help out</a>!</p>
+
+
+ </div>
+
+ </article>
+
+</div>
+
+
+ <footer class="footer bg-light">
+ <div class="container text-center small">
+ Copyright &copy; 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ </div>
+</footer>
+
+ <script src="/assets/vendor/jquery/jquery-slim.min.js"></script>
+ <script src="/assets/vendor/popper/popper.min.js"></script>
+ <script src="/assets/vendor/bootstrap/js/bootstrap.min.js"></script>
+ <script src="/assets/header.js"></script>
+ <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script>
+
+</body>
+
+</html>

http://git-wip-us.apache.org/repos/asf/mahout/blob/7aee324d/users/algorithms/recommender-overview.html
----------------------------------------------------------------------
diff --git a/users/algorithms/recommender-overview.html b/users/algorithms/recommender-overview.html
index 6cbdb2b..a792859 100644
--- a/users/algorithms/recommender-overview.html
+++ b/users/algorithms/recommender-overview.html
@@ -142,7 +142,15 @@

<h1 id="recommender-overview">Recommender Overview</h1>

-<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. But to get the best out of our more modern aproach we’ll need to think of the Recommender as a “model creation” component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” component—supplied by a modern scalable search engine, like Solr.</p>
+<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call “Multimodal”, meaning they could take in data of all sorts—basically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p>
+
+<h2 id="turnkey-implementation">Turnkey Implementation</h2>
+
+<p>If you are looking for an end-to-end OSS recommender based on the Mahout CCO algorithm have a look at <a href="https://github.com/actionml/universal-recommender">The Universal Recommender</a>, which is implemented using <a href="http://predictionio.apache.org/">Apache PredictionIO</a>. See instructions for <a href="http://actionml.com/docs/pio_by_actionml">installation here</a>. There is even an AWS AMI for convenience (this is a for-pay option)</p>
+
+<h2 id="build-your-own-integration">Build Your Own Integration</h2>
+
+<p>To get the most out of our more modern CCO algorithm we’ll need to think of the Recommender as a “model creation” component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” component—supplied by a modern scalable search engine, like Solr or Elasticsearch. Here we describe a loose integration that does not require using Mahout as a library, it uses Mahout’s command line interface. This is clearly not the best but allows one to experiments and get a real recommender running easily.</p>

<p><img src="Loading Image..." alt="image" /></p>

@@ -154,7 +162,7 @@

<p>All ids for users and items are preserved as string tokens and so work as an external key in DBs or as doc ids for search engines, they also work as tokens for search queries.</p>

-<p>##References</p>
+<h2 id="references">References</h2>

<ol>
<li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
@@ -164,7 +172,7 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i
<li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
</ol>

-<p>##Mahout Model Creation</p>
+<h2 id="mahout-model-creation">Mahout Model Creation</h2>

<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p>

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site 7aee324d6 -> cbe4ae64f


Automatic Site Publish by Buildbot


Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
Commit: http://git-wip-us.apache.org/repos/asf/mahout/commit/cbe4ae64
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/cbe4ae64
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/cbe4ae64

Branch: refs/heads/asf-site
Commit: cbe4ae64fcde9488a8244b784f7a25b8a5ab9472
Parents: 7aee324
Author: jenkins <***@apache.org>
Authored: Tue Jun 26 20:03:37 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Tue Jun 26 20:03:37 2018 +0000

----------------------------------------------------------------------
feed.xml | 2 +-
users/algorithms/intro-cooccurrence-spark.html | 172 ++++++++++----------
2 files changed, 84 insertions(+), 90 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/cbe4ae64/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index 384fef6..9192b10 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T19:10:24+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T20:02:43+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

http://git-wip-us.apache.org/repos/asf/mahout/blob/cbe4ae64/users/algorithms/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git a/users/algorithms/intro-cooccurrence-spark.html b/users/algorithms/intro-cooccurrence-spark.html
index ba763ae..9778a03 100644
--- a/users/algorithms/intro-cooccurrence-spark.html
+++ b/users/algorithms/intro-cooccurrence-spark.html
@@ -140,12 +140,11 @@
</nav>


- <p>#Intro to Cooccurrence Recommenders with Spark</p>
+ <h1 id="intro-to-correlated-cross-occurrence-recommenders-with-spark">Intro to Correlated Cross-Occurrence Recommenders with Spark</h1>

-<p>Mahout provides several important building blocks for creating recommendations using Spark. <em>spark-itemsimilarity</em> can
-be used to create “other people also liked these things” type recommendations and paired with a search engine can
-personalize recommendations for individual users. <em>spark-rowsimilarity</em> can provide non-personalized content based
-recommendations and when paired with a search engine can be used to personalize content based recommendations.</p>
+<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>
+
+<p>Mahout provides several important building blocks for creating recommendations using Spark. <em>spark-itemsimilarity</em> can be used to create “other people also liked these things” type recommendations and paired with a search engine can personalize recommendations for individual users. <em>spark-rowsimilarity</em> can provide non-personalized content based recommendations and when paired with a search engine can be used to personalize content based recommendations.</p>

<p><img src="Loading Image..." alt="image" /></p>

@@ -153,13 +152,13 @@ recommendations and when paired with a search engine can be used to personalize

<p>You will create two collections, one for user history and one for item “indicators”. Indicators are user interactions that lead to the wished for interaction. So for example if you wish a user to purchase something and you collect all users purchase interactions <em>spark-itemsimilarity</em> will create a purchase indicator from them. But you can also use other user interactions in a cross-cooccurrence calculation, to create purchase indicators.</p>

-<p>User history is used as a query on the item collection with its cooccurrence and cross-cooccurrence indicators (there may be several indicators). The primary interaction or action is picked to be the thing you want to recommend, other actions are believed to be corelated but may not indicate exactly the same user intent. For instance in an ecom recommender a purchase is a very good primary action, but you may also know product detail-views, or additions-to-wishlists. These can be considered secondary actions which may all be used to calculate cross-cooccurrence indicators. The user history that forms the recommendations query will contain recorded primary and secondary actions all targetted towards the correct indicator fields.</p>
+<p>User history is used as a query on the item collection with its cooccurrence and cross-cooccurrence indicators (there may be several indicators). The primary interaction or indicator is picked to be the thing you want to recommend, other action / indicators are believed to be correlated but may not indicate exactly the same user intent. For instance in an ecom recommender a purchase is a very good primary action / indicator, but you may also know product detail-views, or additions-to-wishlists. These can be considered secondary actions / indicators which may all be used to calculate cross-cooccurrence indicators. The user history that forms the recommendations query will contain recorded primary and secondary indicators all targeted towards the correct indicator fields.</p>

-<p>##References</p>
+<h2 id="references">References</h2>

<ol>
<li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
- <li>A slide deck, which talks about mixing actions or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Unified Recommender</a></li>
+ <li>A slide deck, which talks about mixing indicators or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Unified Recommender</a></li>
<li>Two blog posts: <a href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/">What’s New in Recommenders: part #1</a>
and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/">What’s New in Recommenders: part #2</a></li>
<li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
@@ -167,17 +166,17 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<p>Below are the command line jobs but the drivers and associated code can also be customized and accessed from the Scala APIs.</p>

-<p>##1. spark-itemsimilarity
-<em>spark-itemsimilarity</em> is the Spark counterpart of the of the Mahout mapreduce job called <em>itemsimilarity</em>. It takes in elements of interactions, which have userID, itemID, and optionally a value. It will produce one of more indicator matrices created by comparing every user’s interactions with every other user. The indicator matrix is an item x item matrix where the values are log-likelihood ratio strengths. For the legacy mapreduce version, there were several possible similarity measures but these are being deprecated in favor of LLR because in practice it performs the best.</p>
+<h2 id="1-spark-itemsimilarity">1. spark-itemsimilarity</h2>
+<p><em>spark-itemsimilarity</em> is the Spark counterpart of the of the Mahout mapreduce job called <em>itemsimilarity</em>. It takes in elements of interactions, which have userID, itemID, and optionally a value. It will produce one of more indicator matrices created by comparing every user’s interactions with every other user. The indicator matrix is an item x item matrix where the values are log-likelihood ratio strengths. For the legacy mapreduce version, there were several possible similarity measures but these are being deprecated in favor of LLR because in practice it performs the best.</p>

<p>Mahout’s mapreduce version of itemsimilarity takes a text file that is expected to have user and item IDs that conform to
Mahout’s ID requirements–they are non-negative integers that can be viewed as row and column numbers in a matrix.</p>

<p><em>spark-itemsimilarity</em> also extends the notion of cooccurrence to cross-cooccurrence, in other words the Spark version will
account for multi-modal interactions and create cross-cooccurrence indicator matrices allowing the use of much more data in
-creating recommendations or similar item lists. People try to do this by mixing different actions and giving them weights.
+creating recommendations or similar item lists. People try to do this by mixing different indicators and giving them weights.
For instance they might say an item-view is 0.2 of an item purchase. In practice this is often not helpful. Spark-itemsimilarity’s
-cross-cooccurrence is a more principled way to handle this case. In effect it scrubs secondary actions with the action you want
+cross-cooccurrence is a more principled way to handle this case. In effect it scrubs secondary indicators with the indicator you want
to recommend.</p>

<div class="highlighter-rouge"><pre class="highlight"><code>spark-itemsimilarity Mahout 1.0
@@ -249,9 +248,9 @@ Spark config options:

<p>This looks daunting but defaults to simple fairly sane values to take exactly the same input as legacy code and is pretty flexible. It allows the user to point to a single text file, a directory full of files, or a tree of directories to be traversed recursively. The files included can be specified with either a regex-style pattern or filename. The schema for the file is defined by column numbers, which map to the important bits of data including IDs and values. The files can even contain filters, which allow unneeded rows to be discarded or used for cross-cooccurrence calculations.</p>

-<p>See ItemSimilarityDriver.scala in Mahout’s spark module if you want to customize the code.</p>
+<p>See <code class="highlighter-rouge">ItemSimilarityDriver.scala</code> in Mahout’s spark module if you want to customize the code.</p>

-<p>###Defaults in the <em><strong>spark-itemsimilarity</strong></em> CLI</p>
+<h3 id="defaults-in-the-spark-itemsimilarity-cli">Defaults in the <em><strong>spark-itemsimilarity</strong></em> CLI</h3>

<p>If all defaults are used the input can be as simple as:</p>

@@ -273,19 +272,16 @@ userID2,itemID2
</code></pre>
</div>

-<p>###<a name="multiple-actions">How To Use Multiple User Actions</a></p>
+<h3 id="how-to-use-multiple-user-indicators"><a name="multiple-actions">How To Use Multiple User Indicators</a></h3>

-<p>Often we record various actions the user takes for later analytics. These can now be used to make recommendations.
-The idea of a recommender is to recommend the action you want the user to make. For an ecom app this might be
-a purchase action. It is usually not a good idea to just treat other actions the same as the action you want to recommend.
-For instance a view of an item does not indicate the same intent as a purchase and if you just mixed the two together you
-might even make worse recommendations. It is tempting though since there are so many more views than purchases. With <em>spark-itemsimilarity</em>
-we can now use both actions. Mahout will use cross-action cooccurrence analysis to limit the views to ones that do predict purchases.
-We do this by treating the primary action (purchase) as data for the indicator matrix and use the secondary action (view)
+<p>Often we record various indicators the user takes for later analytics. These can now be used to make recommendations.
+The idea of a recommender is to recommend the action you want the user to make. For an ecom app this might be a purchase action recorded in a “purchase” indicator. It is usually not a good idea to just treat other indicators the same as the indicator you want to recommend. For example is you have user purchase and view data, never treat a view as a purchase it will never increase the quality of recommendations, instead use the view data as a secondary indicator so the CCO algorithm will find meaningful correlated cross-occurrences. Without this the views will be so noisy they will almost surely reduce the performance of the recommender. Too many people have fallen into this mistake. With <em>spark-itemsimilarity</em>
+we can now use both indicators. Mahout will use cross-occurrence analysis to limit the views to ones that do predict purchases.
+We do this by treating the primary indicator (purchase) as data for the indicator matrix and use the secondary indicator (view)
to calculate the cross-cooccurrence indicator matrix.</p>

-<p><em>spark-itemsimilarity</em> can read separate actions from separate files or from a mixed action log by filtering certain lines. For a mixed
-action log of the form:</p>
+<p><em>spark-itemsimilarity</em> can read separate indicators from separate files or from a mixed indicator log by filtering certain lines. For a mixed
+indicator log of the form:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>u1,purchase,iphone
u1,purchase,ipad
@@ -310,7 +306,7 @@ u4,view,galaxy
</code></pre>
</div>

-<p>###Command Line</p>
+<h3 id="command-line">Command Line</h3>

<p>Use the following options:</p>

@@ -318,15 +314,15 @@ u4,view,galaxy
--input in-file \ # where to look for data
--output out-path \ # root dir for output
--master masterUrl \ # URL of the Spark master server
- --filter1 purchase \ # word that flags input for the primary action
- --filter2 view \ # word that flags input for the secondary action
+ --filter1 purchase \ # word that flags input for the primary indicator
+ --filter2 view \ # word that flags input for the secondary indicator
--itemIDPosition 2 \ # column that has the item ID
--rowIDPosition 0 \ # column that has the user ID
--filterPosition 1 # column that has the filter word
</code></pre>
</div>

-<p>###Output</p>
+<h3 id="output">Output</h3>

<p>The output of the job will be the standard text version of two Mahout DRMs. This is a case where we are calculating
cross-cooccurrence so a primary indicator matrix and cross-cooccurrence indicator matrix will be created</p>
@@ -339,55 +335,54 @@ cross-cooccurrence so a primary indicator matrix and cross-cooccurrence indicato

<p>The similarity-matrix will contain the lines:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>galaxy\tnexus:1.7260924347106847
-ipad\tiphone:1.7260924347106847
-nexus\tgalaxy:1.7260924347106847
-iphone\tipad:1.7260924347106847
+<div class="highlighter-rouge"><pre class="highlight"><code>galaxy&lt;tab&gt;nexus:1.7260924347106847
+ipad&lt;tab&gt;iphone:1.7260924347106847
+nexus&lt;tab&gt;galaxy:1.7260924347106847
+iphone&lt;tab&gt;ipad:1.7260924347106847
surface
</code></pre>
</div>

<p>The cross-similarity-matrix will contain:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>iphone\tnexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
-ipad\tnexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
-nexus\tnexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
-galaxy\tnexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
-surface\tsurface:4.498681156950466 nexus:0.6795961471815897
+<div class="highlighter-rouge"><pre class="highlight"><code>iphone&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+ipad&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+nexus&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+galaxy&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+surface&lt;tab&gt;surface:4.498681156950466 nexus:0.6795961471815897
</code></pre>
</div>

-<p><strong>Note:</strong> You can run this multiple times to use more than two actions or you can use the underlying
-SimilarityAnalysis.cooccurrence API, which will more efficiently calculate any number of cross-cooccurrence indicators.</p>
+<p><strong>Note:</strong> You can run this multiple times to use more than two indicators or you can use the underlying SimilarityAnalysis.cooccurrence API in you own application as a library, which will more efficiently calculate any number of cross-cooccurrence indicators.</p>

-<p>###Log File Input</p>
+<h3 id="log-file-input">Log File Input</h3>

<p>A common method of storing data is in log files. If they are written using some delimiter they can be consumed directly by spark-itemsimilarity. For instance input of the form:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>2014-06-23 14:46:53.115\tu1\tpurchase\trandom text\tiphone
-2014-06-23 14:46:53.115\tu1\tpurchase\trandom text\tipad
-2014-06-23 14:46:53.115\tu2\tpurchase\trandom text\tnexus
-2014-06-23 14:46:53.115\tu2\tpurchase\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu3\tpurchase\trandom text\tsurface
-2014-06-23 14:46:53.115\tu4\tpurchase\trandom text\tiphone
-2014-06-23 14:46:53.115\tu4\tpurchase\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu3\tview\trandom text\tsurface
-2014-06-23 14:46:53.115\tu3\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tgalaxy
+<div class="highlighter-rouge"><pre class="highlight"><code>2014-06-23 14:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
</code></pre>
</div>

-<p>Can be parsed with the following CLI and run on the cluster producing the same output as the above example.</p>
+<p>Can be parsed with the following CLI and run on the cluster producing the same output as the above example. The important bit of information in the example tab delimited file are user-id, indicator-name, and item-id. The rest is ignored.</p>

<div class="highlighter-rouge"><pre class="highlight"><code>bash$ mahout spark-itemsimilarity \
--input in-file \
@@ -402,20 +397,20 @@ SimilarityAnalysis.cooccurrence API, which will more efficiently calculate any n
</code></pre>
</div>

-<p>##2. spark-rowsimilarity</p>
+<h2 id="2-spark-rowsimilarity">2. spark-rowsimilarity</h2>

<p><em>spark-rowsimilarity</em> is the companion to <em>spark-itemsimilarity</em> the primary difference is that it takes a text file version of
a matrix of sparse vectors with optional application specific IDs and it finds similar rows rather than items (columns). Its use is
not limited to collaborative filtering. The input is in text-delimited form where there are three delimiters used. By
-default it reads (rowID&lt;tab&gt;columnID1:strength1&lt;space&gt;columnID2:strength2…) Since this job only supports LLR similarity,
+default it reads <code class="highlighter-rouge">(rowID&lt;tab&gt;columnID1:strength1&lt;space&gt;columnID2:strength2...)</code> Since this job only supports LLR similarity,
which does not use the input strengths, they may be omitted in the input. It writes
-(rowID&lt;tab&gt;rowID1:strength1&lt;space&gt;rowID2:strength2…)
+<code class="highlighter-rouge">(rowID&lt;tab&gt;rowID1:strength1&lt;space&gt;rowID2:strength2...)</code>
The output is sorted by strength descending. The output can be interpreted as a row ID from the primary input followed
by a list of the most similar rows.</p>

<p>The command line interface is:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>spark-rowsimilarity Mahout 1.0
+<div class="highlighter-rouge"><pre class="highlight"><code>spark-rowsimilarity Mahout 0.x
Usage: spark-rowsimilarity [options]

Input, output options
@@ -469,71 +464,69 @@ Spark config options:
<p>#3. Using <em>spark-rowsimilarity</em> with Text Data</p>

<p>Another use case for <em>spark-rowsimilarity</em> is in finding similar textual content. For instance given the tags associated with
-a blog post,
- which other posts have similar tags. In this case the columns are tags and the rows are posts. Since LLR is
+a blog post, which other posts have similar tags. In this case the columns are tags and the rows are posts. Since LLR is
the only similarity method supported this is not the optimal way to determine general “bag-of-words” document similarity.
LLR is used more as a quality filter than as a similarity measure. However <em>spark-rowsimilarity</em> will produce
-lists of similar docs for every doc if input is docs with lists of terms. The Apache <a href="http://lucene.apache.org">Lucene</a> project provides several methods of <a href="http://lucene.apache.org/core/4_9_0/core/org/apache/lucene/analysis/package-summary.html#package_description">analyzing and tokenizing</a> documents.</p>
+lists of similar docs for every doc if input is docs with lists of terms. The Apache <a href="http://lucene.apache.org">Lucene</a> project provides several methods of analyzing and tokenizing documents.</p>

-<p>#<a name="unified-recommender">4. Creating a Multimodal Recommender</a></p>
+<h1 id="4-creating-a-multimodal-recommender"><a name="unified-recommender">4. Creating a Multimodal Recommender</a></h1>

<p>Using the output of <em>spark-itemsimilarity</em> and <em>spark-rowsimilarity</em> you can build a miltimodal cooccurrence and content based
recommender that can be used in both or either mode depending on indicators available and the history available at
runtime for a user. Some slide describing this method can be found <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">here</a></p>

-<p>##Requirements</p>
+<h2 id="requirements">Requirements</h2>

<ol>
- <li>Mahout SNAPSHOT-1.0 or later</li>
+ <li>Mahout 0.13.0 or later</li>
<li>Hadoop</li>
<li>Spark, the correct version for your version of Mahout and Hadoop</li>
<li>A search engine like Solr or Elasticsearch</li>
</ol>

-<p>##Indicators</p>
+<h2 id="indicators">Indicators</h2>

<p>Indicators come in 3 types</p>

<ol>
- <li><strong>Cooccurrence</strong>: calculated with <em>spark-itemsimilarity</em> from user actions</li>
+ <li><strong>Correlated Cross-Occurrence</strong>: calculated with <em>spark-itemsimilarity</em> from user indicators</li>
<li><strong>Content</strong>: calculated from item metadata or content using <em>spark-rowsimilarity</em></li>
- <li><strong>Intrinsic</strong>: assigned to items as metadata. Can be anything that describes the item.</li>
+ <li><strong>Intrinsic</strong>: assigned to items as metadata. Can be anything that describes the item. These will be used in search engine queries to implement business rules.</li>
</ol>

<p>The query for recommendations will be a mix of values meant to match one of your indicators. The query can be constructed
-from user history and values derived from context (category being viewed for instance) or special precalculated data
+from user history and values derived from context (category being viewed for instance) or special pre-calculated data
(popularity rank for instance). This blending of indicators allows for creating many flavors or recommendations to fit
a very wide variety of circumstances.</p>

<p>With the right mix of indicators developers can construct a single query that works for completely new items and new users
-while working well for items with lots of interactions and users with many recorded actions. In other words by adding in content and intrinsic
-indicators developers can create a solution for the “cold-start” problem that gracefully improves with more user history
+while working well for items with lots of interactions and users with many recorded indicators. In other words by adding in content and intrinsic indicators developers can create a solution for the “cold-start” problem that gracefully improves with more user history
and as items have more interactions. It is also possible to create a completely content-based recommender that personalizes
recommendations.</p>

-<p>##Example with 3 Indicators</p>
+<h2 id="example-with-3-indicators">Example with 3 Indicators</h2>

-<p>You will need to decide how you store user action data so they can be processed by the item and row similarity jobs and
+<p>You will need to decide how you store user indicator data so they can be processed by the item and row similarity jobs and
this is most easily done by using text files as described above. The data that is processed by these jobs is considered the
training data. You will need some amount of user history in your recs query. It is typical to use the most recent user history
but need not be exactly what is in the training set, which may include a greater volume of historical data. Keeping the user
history for query purposes could be done with a database by storing it in a users table. In the example above the two
-collaborative filtering actions are “purchase” and “view”, but let’s also add tags (taken from catalog categories or other
+collaborative filtering indicators are “purchase” and “view”, but let’s also add tags (taken from catalog categories or other
descriptive metadata).</p>

-<p>We will need to create 1 cooccurrence indicator from the primary action (purchase) 1 cross-action cooccurrence indicator
-from the secondary action (view)
+<p>We will need to create 1 cooccurrence indicator from the primary indicator (purchase) 1 cross-occurrence indicator
+from the secondary indicator (view)
and 1 content indicator (tags). We’ll have to run <em>spark-itemsimilarity</em> once and <em>spark-rowsimilarity</em> once.</p>

<p>We have described how to create the collaborative filtering indicators for purchase and view (the <a href="#multiple-actions">How to use Multiple User
-Actions</a> section) but tags will be a slightly different process. We want to use the fact that
+Indicators</a> section) but tags will be a slightly different process. We want to use the fact that
certain items have tags similar to the ones associated with a user’s purchases. This is not a collaborative filtering indicator
but rather a “content” or “metadata” type indicator since you are not using other users’ history, only the
individual that you are making recs for. This means that this method will make recommendations for items that have
no collaborative filtering data, as happens with new items in a catalog. New items may have tags assigned but no one
has purchased or viewed them yet. In the final query we will mix all 3 indicators.</p>

-<p>##Content Indicator</p>
+<h2 id="content-indicator">Content Indicator</h2>

<p>To create a content-indicator we’ll make use of the fact that the user has purchased items with certain tags. We want to find
items with the most similar tags. Notice that other users’ behavior is not considered–only other item’s tags. This defines a
@@ -577,9 +570,9 @@ is finished we no longer need the strengths. We will get an indicator matrix of

<p>We now have three indicators, two collaborative filtering type and one content type.</p>

-<p>##Multimodal Recommender Query</p>
+<h2 id="multimodal-recommender-query">Multimodal Recommender Query</h2>

-<p>The actual form of the query for recommendations will vary depending on your search engine but the intent is the same. For a given user, map their history of an action or content to the correct indicator field and perform an OR’d query.</p>
+<p>The actual form of the query for recommendations will vary depending on your search engine but the intent is the same. For a given user, map their history of an indicator or content to the correct indicator field and perform an OR’d query.</p>

<p>We have 3 indicators, these are indexed by the search engine into 3 fields, we’ll call them “purchase”, “view”, and “tags”.
We take the user’s history that corresponds to each indicator and create a query of the form:</p>
@@ -594,7 +587,7 @@ We take the user’s history that corresponds to each indicator and create a que
<p>The query will result in an ordered list of items recommended for purchase but skewed towards items with similar tags to
the ones the user has already purchased.</p>

-<p>This is only an example and not necessarily the optimal way to create recs. It illustrates how business decisions can be
+<p>This is only an example and not necessarily the optimal way to create recs. It illustrates how business rules can be
translated into recommendations. This technique can be used to skew recommendations towards intrinsic indicators also.
For instance you may want to put personalized popular item recs in a special place in the UI. Create a popularity indicator
by tagging items with some category of popularity (hot, warm, cold for instance) then
@@ -610,9 +603,10 @@ on the popularity field. If we use the ecom example but use the query to get “

<p>This will return recommendations favoring ones that have the intrinsic indicator “hot”.</p>

-<p>##Notes</p>
+<h2 id="notes">Notes</h2>
+
<ol>
- <li>Use as much user action history as you can gather. Choose a primary action that is closest to what you want to recommend and the others will be used to create cross-cooccurrence indicators. Using more data in this fashion will almost always produce better recommendations.</li>
+ <li>Use as much user indicator history as you can gather. Choose a primary indicator that is closest to what you want to recommend and the others will be used to create cross-cooccurrence indicators. Using more data in this fashion will almost always produce better recommendations.</li>
<li>Content can be used where there is no recorded user behavior or when items change too quickly to get much interaction history. They can be used alone or mixed with other indicators.</li>
<li>Most search engines support “boost” factors so you can favor one or more indicators. In the example query, if you want tags to only have a small effect you could boost the CF indicators.</li>
<li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site cbe4ae64f -> 4fd36548d


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Branch: refs/heads/asf-site
Commit: 4fd36548d97b0e1465a5fd3a413a9816bd6806fc
Parents: cbe4ae6
Author: jenkins <***@apache.org>
Authored: Tue Jun 26 20:45:58 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Tue Jun 26 20:45:58 2018 +0000

----------------------------------------------------------------------
feed.xml | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/4fd36548/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index 9192b10..3c32fe2 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T20:02:43+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T20:45:02+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site 4fd36548d -> a9262d54b


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/sparkbindings/play-with-shell.html
----------------------------------------------------------------------
diff --git a/users/sparkbindings/play-with-shell.html b/users/sparkbindings/play-with-shell.html
index 93bc34a..0628925 100644
--- a/users/sparkbindings/play-with-shell.html
+++ b/users/sparkbindings/play-with-shell.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/misc/testing.html
----------------------------------------------------------------------
diff --git a/users/misc/testing.html b/users/misc/testing.html
index fc76012..1d8e947 100644
--- a/users/misc/testing.html
+++ b/users/misc/testing.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/misc/using-mahout-with-python-via-jpype.html
----------------------------------------------------------------------
diff --git a/users/misc/using-mahout-with-python-via-jpype.html b/users/misc/using-mahout-with-python-via-jpype.html
index 791445f..3bc26e8 100644
--- a/users/misc/using-mahout-with-python-via-jpype.html
+++ b/users/misc/using-mahout-with-python-via-jpype.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/recommender/intro-als-hadoop.html
----------------------------------------------------------------------
diff --git a/users/recommender/intro-als-hadoop.html b/users/recommender/intro-als-hadoop.html
index 52cbe70..1551f6a 100644
--- a/users/recommender/intro-als-hadoop.html
+++ b/users/recommender/intro-als-hadoop.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/recommender/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git a/users/recommender/intro-cooccurrence-spark.html b/users/recommender/intro-cooccurrence-spark.html
index 504e60a..6c1f9d0 100644
--- a/users/recommender/intro-cooccurrence-spark.html
+++ b/users/recommender/intro-cooccurrence-spark.html
@@ -7,7 +7,7 @@
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>
- Perceptron and Winnow
+ Building a Mahout Recommender

</title>

@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
@@ -140,18 +182,25 @@
</nav>


- <p>#Intro to Cooccurrence Recommenders with Spark</p>
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>
+
+<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>
+
+<p>Mahout provides several important building blocks for creating recommendations using Spark. <em>spark-itemsimilarity</em> can be used to create “other people also liked these things” type recommendations and paired with a search engine can personalize recommendations for individual users. <em>spark-rowsimilarity</em> can provide non-personalized content based recommendations and when paired with a search engine can be used to personalize content based recommendations.</p>
+
+<p><img src="http://s6.postimg.org/r0m8bpjw1/recommender_architecture.png" alt="image" /></p>

-<p>Mahout provides several important building blocks for creating recommendations using Spark. <em>spark-itemsimilarity</em> can
-be used to create “other people also liked these things” type recommendations and paired with a search engine can
-personalize recommendations for individual users. <em>spark-rowsimilarity</em> can provide non-personalized content based
-recommendations and when paired with a search engine can be used to personalize content based recommendations.</p>
+<p>This is a simplified Lambda architecture with Mahout’s <em>spark-itemsimilarity</em> playing the batch model building role and a search engine playing the realtime serving role.</p>

-<p>##References</p>
+<p>You will create two collections, one for user history and one for item “indicators”. Indicators are user interactions that lead to the wished for interaction. So for example if you wish a user to purchase something and you collect all users purchase interactions <em>spark-itemsimilarity</em> will create a purchase indicator from them. But you can also use other user interactions in a cross-cooccurrence calculation, to create purchase indicators.</p>
+
+<p>User history is used as a query on the item collection with its cooccurrence and cross-cooccurrence indicators (there may be several indicators). The primary interaction or indicator is picked to be the thing you want to recommend, other action / indicators are believed to be correlated but may not indicate exactly the same user intent. For instance in an ecom recommender a purchase is a very good primary action / indicator, but you may also know product detail-views, or additions-to-wishlists. These can be considered secondary actions / indicators which may all be used to calculate cross-cooccurrence indicators. The user history that forms the recommendations query will contain recorded primary and secondary indicators all targeted towards the correct indicator fields.</p>
+
+<h2 id="references">References</h2>

<ol>
<li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
- <li>A slide deck, which talks about mixing actions or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Unified Recommender</a></li>
+ <li>A slide deck, which talks about mixing indicators or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Unified Recommender</a></li>
<li>Two blog posts: <a href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/">What’s New in Recommenders: part #1</a>
and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/">What’s New in Recommenders: part #2</a></li>
<li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
@@ -159,17 +208,17 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<p>Below are the command line jobs but the drivers and associated code can also be customized and accessed from the Scala APIs.</p>

-<p>##1. spark-itemsimilarity
-<em>spark-itemsimilarity</em> is the Spark counterpart of the of the Mahout mapreduce job called <em>itemsimilarity</em>. It takes in elements of interactions, which have userID, itemID, and optionally a value. It will produce one of more indicator matrices created by comparing every user’s interactions with every other user. The indicator matrix is an item x item matrix where the values are log-likelihood ratio strengths. For the legacy mapreduce version, there were several possible similarity measures but these are being deprecated in favor of LLR because in practice it performs the best.</p>
+<h2 id="1-spark-itemsimilarity">1. spark-itemsimilarity</h2>
+<p><em>spark-itemsimilarity</em> is the Spark counterpart of the of the Mahout mapreduce job called <em>itemsimilarity</em>. It takes in elements of interactions, which have userID, itemID, and optionally a value. It will produce one of more indicator matrices created by comparing every user’s interactions with every other user. The indicator matrix is an item x item matrix where the values are log-likelihood ratio strengths. For the legacy mapreduce version, there were several possible similarity measures but these are being deprecated in favor of LLR because in practice it performs the best.</p>

<p>Mahout’s mapreduce version of itemsimilarity takes a text file that is expected to have user and item IDs that conform to
Mahout’s ID requirements–they are non-negative integers that can be viewed as row and column numbers in a matrix.</p>

<p><em>spark-itemsimilarity</em> also extends the notion of cooccurrence to cross-cooccurrence, in other words the Spark version will
-account for multi-modal interactions and create indicator matrices allowing the use of much more data in
-creating recommendations or similar item lists. People try to do this by mixing different actions and giving them weights.
+account for multi-modal interactions and create cross-cooccurrence indicator matrices allowing the use of much more data in
+creating recommendations or similar item lists. People try to do this by mixing different indicators and giving them weights.
For instance they might say an item-view is 0.2 of an item purchase. In practice this is often not helpful. Spark-itemsimilarity’s
-cross-cooccurrence is a more principled way to handle this case. In effect it scrubs secondary actions with the action you want
+cross-cooccurrence is a more principled way to handle this case. In effect it scrubs secondary indicators with the indicator you want
to recommend.</p>

<div class="highlighter-rouge"><pre class="highlight"><code>spark-itemsimilarity Mahout 1.0
@@ -241,9 +290,9 @@ Spark config options:

<p>This looks daunting but defaults to simple fairly sane values to take exactly the same input as legacy code and is pretty flexible. It allows the user to point to a single text file, a directory full of files, or a tree of directories to be traversed recursively. The files included can be specified with either a regex-style pattern or filename. The schema for the file is defined by column numbers, which map to the important bits of data including IDs and values. The files can even contain filters, which allow unneeded rows to be discarded or used for cross-cooccurrence calculations.</p>

-<p>See ItemSimilarityDriver.scala in Mahout’s spark module if you want to customize the code.</p>
+<p>See <code class="highlighter-rouge">ItemSimilarityDriver.scala</code> in Mahout’s spark module if you want to customize the code.</p>

-<p>###Defaults in the <em><strong>spark-itemsimilarity</strong></em> CLI</p>
+<h3 id="defaults-in-the-spark-itemsimilarity-cli">Defaults in the <em><strong>spark-itemsimilarity</strong></em> CLI</h3>

<p>If all defaults are used the input can be as simple as:</p>

@@ -265,19 +314,16 @@ userID2,itemID2
</code></pre>
</div>

-<p>###<a name="multiple-actions">How To Use Multiple User Actions</a></p>
+<h3 id="how-to-use-multiple-user-indicators"><a name="multiple-actions">How To Use Multiple User Indicators</a></h3>

-<p>Often we record various actions the user takes for later analytics. These can now be used to make recommendations.
-The idea of a recommender is to recommend the action you want the user to make. For an ecom app this might be
-a purchase action. It is usually not a good idea to just treat other actions the same as the action you want to recommend.
-For instance a view of an item does not indicate the same intent as a purchase and if you just mixed the two together you
-might even make worse recommendations. It is tempting though since there are so many more views than purchases. With <em>spark-itemsimilarity</em>
-we can now use both actions. Mahout will use cross-action cooccurrence analysis to limit the views to ones that do predict purchases.
-We do this by treating the primary action (purchase) as data for the indicator matrix and use the secondary action (view)
+<p>Often we record various indicators the user takes for later analytics. These can now be used to make recommendations.
+The idea of a recommender is to recommend the action you want the user to make. For an ecom app this might be a purchase action recorded in a “purchase” indicator. It is usually not a good idea to just treat other indicators the same as the indicator you want to recommend. For example is you have user purchase and view data, never treat a view as a purchase it will never increase the quality of recommendations, instead use the view data as a secondary indicator so the CCO algorithm will find meaningful correlated cross-occurrences. Without this the views will be so noisy they will almost surely reduce the performance of the recommender. Too many people have fallen into this mistake. With <em>spark-itemsimilarity</em>
+we can now use both indicators. Mahout will use cross-occurrence analysis to limit the views to ones that do predict purchases.
+We do this by treating the primary indicator (purchase) as data for the indicator matrix and use the secondary indicator (view)
to calculate the cross-cooccurrence indicator matrix.</p>

-<p><em>spark-itemsimilarity</em> can read separate actions from separate files or from a mixed action log by filtering certain lines. For a mixed
-action log of the form:</p>
+<p><em>spark-itemsimilarity</em> can read separate indicators from separate files or from a mixed indicator log by filtering certain lines. For a mixed
+indicator log of the form:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>u1,purchase,iphone
u1,purchase,ipad
@@ -302,7 +348,7 @@ u4,view,galaxy
</code></pre>
</div>

-<p>###Command Line</p>
+<h3 id="command-line">Command Line</h3>

<p>Use the following options:</p>

@@ -310,15 +356,15 @@ u4,view,galaxy
--input in-file \ # where to look for data
--output out-path \ # root dir for output
--master masterUrl \ # URL of the Spark master server
- --filter1 purchase \ # word that flags input for the primary action
- --filter2 view \ # word that flags input for the secondary action
+ --filter1 purchase \ # word that flags input for the primary indicator
+ --filter2 view \ # word that flags input for the secondary indicator
--itemIDPosition 2 \ # column that has the item ID
--rowIDPosition 0 \ # column that has the user ID
--filterPosition 1 # column that has the filter word
</code></pre>
</div>

-<p>###Output</p>
+<h3 id="output">Output</h3>

<p>The output of the job will be the standard text version of two Mahout DRMs. This is a case where we are calculating
cross-cooccurrence so a primary indicator matrix and cross-cooccurrence indicator matrix will be created</p>
@@ -329,57 +375,56 @@ cross-cooccurrence so a primary indicator matrix and cross-cooccurrence indicato
</code></pre>
</div>

-<p>The indicator matrix will contain the lines:</p>
+<p>The similarity-matrix will contain the lines:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>galaxy\tnexus:1.7260924347106847
-ipad\tiphone:1.7260924347106847
-nexus\tgalaxy:1.7260924347106847
-iphone\tipad:1.7260924347106847
+<div class="highlighter-rouge"><pre class="highlight"><code>galaxy&lt;tab&gt;nexus:1.7260924347106847
+ipad&lt;tab&gt;iphone:1.7260924347106847
+nexus&lt;tab&gt;galaxy:1.7260924347106847
+iphone&lt;tab&gt;ipad:1.7260924347106847
surface
</code></pre>
</div>

-<p>The cross-cooccurrence indicator matrix will contain:</p>
+<p>The cross-similarity-matrix will contain:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>iphone\tnexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
-ipad\tnexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
-nexus\tnexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
-galaxy\tnexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
-surface\tsurface:4.498681156950466 nexus:0.6795961471815897
+<div class="highlighter-rouge"><pre class="highlight"><code>iphone&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+ipad&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+nexus&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+galaxy&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+surface&lt;tab&gt;surface:4.498681156950466 nexus:0.6795961471815897
</code></pre>
</div>

-<p><strong>Note:</strong> You can run this multiple times to use more than two actions or you can use the underlying
-SimilarityAnalysis.cooccurrence API, which will more efficiently calculate any number of cross-cooccurrence indicators.</p>
+<p><strong>Note:</strong> You can run this multiple times to use more than two indicators or you can use the underlying SimilarityAnalysis.cooccurrence API in you own application as a library, which will more efficiently calculate any number of cross-cooccurrence indicators.</p>

-<p>###Log File Input</p>
+<h3 id="log-file-input">Log File Input</h3>

<p>A common method of storing data is in log files. If they are written using some delimiter they can be consumed directly by spark-itemsimilarity. For instance input of the form:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>2014-06-23 14:46:53.115\tu1\tpurchase\trandom text\tiphone
-2014-06-23 14:46:53.115\tu1\tpurchase\trandom text\tipad
-2014-06-23 14:46:53.115\tu2\tpurchase\trandom text\tnexus
-2014-06-23 14:46:53.115\tu2\tpurchase\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu3\tpurchase\trandom text\tsurface
-2014-06-23 14:46:53.115\tu4\tpurchase\trandom text\tiphone
-2014-06-23 14:46:53.115\tu4\tpurchase\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu1\tview\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu2\tview\trandom text\tgalaxy
-2014-06-23 14:46:53.115\tu3\tview\trandom text\tsurface
-2014-06-23 14:46:53.115\tu3\tview\trandom text\tnexus
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tiphone
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tipad
-2014-06-23 14:46:53.115\tu4\tview\trandom text\tgalaxy
+<div class="highlighter-rouge"><pre class="highlight"><code>2014-06-23 14:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
</code></pre>
</div>

-<p>Can be parsed with the following CLI and run on the cluster producing the same output as the above example.</p>
+<p>Can be parsed with the following CLI and run on the cluster producing the same output as the above example. The important bit of information in the example tab delimited file are user-id, indicator-name, and item-id. The rest is ignored.</p>

<div class="highlighter-rouge"><pre class="highlight"><code>bash$ mahout spark-itemsimilarity \
--input in-file \
@@ -394,20 +439,20 @@ SimilarityAnalysis.cooccurrence API, which will more efficiently calculate any n
</code></pre>
</div>

-<p>##2. spark-rowsimilarity</p>
+<h2 id="2-spark-rowsimilarity">2. spark-rowsimilarity</h2>

<p><em>spark-rowsimilarity</em> is the companion to <em>spark-itemsimilarity</em> the primary difference is that it takes a text file version of
a matrix of sparse vectors with optional application specific IDs and it finds similar rows rather than items (columns). Its use is
not limited to collaborative filtering. The input is in text-delimited form where there are three delimiters used. By
-default it reads (rowID&lt;tab&gt;columnID1:strength1&lt;space&gt;columnID2:strength2…) Since this job only supports LLR similarity,
+default it reads <code class="highlighter-rouge">(rowID&lt;tab&gt;columnID1:strength1&lt;space&gt;columnID2:strength2...)</code> Since this job only supports LLR similarity,
which does not use the input strengths, they may be omitted in the input. It writes
-(rowID&lt;tab&gt;rowID1:strength1&lt;space&gt;rowID2:strength2…)
+<code class="highlighter-rouge">(rowID&lt;tab&gt;rowID1:strength1&lt;space&gt;rowID2:strength2...)</code>
The output is sorted by strength descending. The output can be interpreted as a row ID from the primary input followed
by a list of the most similar rows.</p>

<p>The command line interface is:</p>

-<div class="highlighter-rouge"><pre class="highlight"><code>spark-rowsimilarity Mahout 1.0
+<div class="highlighter-rouge"><pre class="highlight"><code>spark-rowsimilarity Mahout 0.x
Usage: spark-rowsimilarity [options]

Input, output options
@@ -461,77 +506,77 @@ Spark config options:
<p>#3. Using <em>spark-rowsimilarity</em> with Text Data</p>

<p>Another use case for <em>spark-rowsimilarity</em> is in finding similar textual content. For instance given the tags associated with
-a blog post,
- which other posts have similar tags. In this case the columns are tags and the rows are posts. Since LLR is
+a blog post, which other posts have similar tags. In this case the columns are tags and the rows are posts. Since LLR is
the only similarity method supported this is not the optimal way to determine general “bag-of-words” document similarity.
LLR is used more as a quality filter than as a similarity measure. However <em>spark-rowsimilarity</em> will produce
-lists of similar docs for every doc if input is docs with lists of terms. The Apache <a href="http://lucene.apache.org">Lucene</a> project provides several methods of <a href="http://lucene.apache.org/core/4_9_0/core/org/apache/lucene/analysis/package-summary.html#package_description">analyzing and tokenizing</a> documents.</p>
+lists of similar docs for every doc if input is docs with lists of terms. The Apache <a href="http://lucene.apache.org">Lucene</a> project provides several methods of analyzing and tokenizing documents.</p>

-<p>#<a name="unified-recommender">4. Creating a Unified Recommender</a></p>
+<h1 id="4-creating-a-multimodal-recommender"><a name="unified-recommender">4. Creating a Multimodal Recommender</a></h1>

-<p>Using the output of <em>spark-itemsimilarity</em> and <em>spark-rowsimilarity</em> you can build a unified cooccurrence and content based
+<p>Using the output of <em>spark-itemsimilarity</em> and <em>spark-rowsimilarity</em> you can build a miltimodal cooccurrence and content based
recommender that can be used in both or either mode depending on indicators available and the history available at
-runtime for a user.</p>
+runtime for a user. Some slide describing this method can be found <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">here</a></p>

-<p>##Requirements</p>
+<h2 id="requirements">Requirements</h2>

<ol>
- <li>Mahout 0.10.0 or later</li>
+ <li>Mahout 0.13.0 or later</li>
<li>Hadoop</li>
<li>Spark, the correct version for your version of Mahout and Hadoop</li>
<li>A search engine like Solr or Elasticsearch</li>
</ol>

-<p>##Indicators</p>
+<h2 id="indicators">Indicators</h2>

<p>Indicators come in 3 types</p>

<ol>
- <li><strong>Cooccurrence</strong>: calculated with <em>spark-itemsimilarity</em> from user actions</li>
+ <li><strong>Correlated Cross-Occurrence</strong>: calculated with <em>spark-itemsimilarity</em> from user indicators</li>
<li><strong>Content</strong>: calculated from item metadata or content using <em>spark-rowsimilarity</em></li>
- <li><strong>Intrinsic</strong>: assigned to items as metadata. Can be anything that describes the item.</li>
+ <li><strong>Intrinsic</strong>: assigned to items as metadata. Can be anything that describes the item. These will be used in search engine queries to implement business rules.</li>
</ol>

<p>The query for recommendations will be a mix of values meant to match one of your indicators. The query can be constructed
-from user history and values derived from context (category being viewed for instance) or special precalculated data
+from user history and values derived from context (category being viewed for instance) or special pre-calculated data
(popularity rank for instance). This blending of indicators allows for creating many flavors or recommendations to fit
a very wide variety of circumstances.</p>

<p>With the right mix of indicators developers can construct a single query that works for completely new items and new users
-while working well for items with lots of interactions and users with many recorded actions. In other words by adding in content and intrinsic
-indicators developers can create a solution for the “cold-start” problem that gracefully improves with more user history
+while working well for items with lots of interactions and users with many recorded indicators. In other words by adding in content and intrinsic indicators developers can create a solution for the “cold-start” problem that gracefully improves with more user history
and as items have more interactions. It is also possible to create a completely content-based recommender that personalizes
recommendations.</p>

-<p>##Example with 3 Indicators</p>
+<h2 id="example-with-3-indicators">Example with 3 Indicators</h2>

-<p>You will need to decide how you store user action data so they can be processed by the item and row similarity jobs and
+<p>You will need to decide how you store user indicator data so they can be processed by the item and row similarity jobs and
this is most easily done by using text files as described above. The data that is processed by these jobs is considered the
training data. You will need some amount of user history in your recs query. It is typical to use the most recent user history
but need not be exactly what is in the training set, which may include a greater volume of historical data. Keeping the user
history for query purposes could be done with a database by storing it in a users table. In the example above the two
-collaborative filtering actions are “purchase” and “view”, but let’s also add tags (taken from catalog categories or other
+collaborative filtering indicators are “purchase” and “view”, but let’s also add tags (taken from catalog categories or other
descriptive metadata).</p>

-<p>We will need to create 1 cooccurrence indicator from the primary action (purchase) 1 cross-action cooccurrence indicator
-from the secondary action (view)
+<p>We will need to create 1 cooccurrence indicator from the primary indicator (purchase) 1 cross-occurrence indicator
+from the secondary indicator (view)
and 1 content indicator (tags). We’ll have to run <em>spark-itemsimilarity</em> once and <em>spark-rowsimilarity</em> once.</p>

-<p>We have described how to create the collaborative filtering indicator and cross-cooccurrence indicator for purchase and view (the <a href="#multiple-actions">How to use Multiple User
-Actions</a> section) but tags will be a slightly different process. We want to use the fact that
+<p>We have described how to create the collaborative filtering indicators for purchase and view (the <a href="#multiple-actions">How to use Multiple User
+Indicators</a> section) but tags will be a slightly different process. We want to use the fact that
certain items have tags similar to the ones associated with a user’s purchases. This is not a collaborative filtering indicator
but rather a “content” or “metadata” type indicator since you are not using other users’ history, only the
individual that you are making recs for. This means that this method will make recommendations for items that have
no collaborative filtering data, as happens with new items in a catalog. New items may have tags assigned but no one
has purchased or viewed them yet. In the final query we will mix all 3 indicators.</p>

-<p>##Content Indicator</p>
+<h2 id="content-indicator">Content Indicator</h2>

<p>To create a content-indicator we’ll make use of the fact that the user has purchased items with certain tags. We want to find
items with the most similar tags. Notice that other users’ behavior is not considered–only other item’s tags. This defines a
content or metadata indicator. They are used when you want to find items that are similar to other items by using their
content or metadata, not by which users interacted with them.</p>

+<p><strong>Note</strong>: It may be advisable to treat tags as cross-cooccurrence indicators but for the sake of an example they are treated here as content only.</p>
+ <p>For this we need input of the form:</p> <div class="highlighter-rouge"><pre class="highlight"><code>itemID&lt;tab&gt;list-of-tags
@@ -548,7 +593,7 @@ content or metadata, not by which users interacted with them.</p>
</div>

<p>We’ll use <em>spark-rowimilairity</em> because we are looking for similar rows, which encode items in this case. As with the
-collaborative filtering indicator and cross-cooccurrence indicator we use the –omitStrength option. The strengths created are
+collaborative filtering indicators we use the –omitStrength option. The strengths created are
probabilistic log-likelihood ratios and so are used to filter unimportant similarities. Once the filtering or downsampling
is finished we no longer need the strengths. We will get an indicator matrix of the form:</p>

@@ -567,10 +612,9 @@ is finished we no longer need the strengths. We will get an indicator matrix of

<p>We now have three indicators, two collaborative filtering type and one content type.</p>

-<p>##Unified Recommender Query</p>
+<h2 id="multimodal-recommender-query">Multimodal Recommender Query</h2>

-<p>The actual form of the query for recommendations will vary depending on your search engine but the intent is the same.
-For a given user, map their history of an action or content to the correct indicator field and perform an OR’d query.</p>
+<p>The actual form of the query for recommendations will vary depending on your search engine but the intent is the same. For a given user, map their history of an indicator or content to the correct indicator field and perform an OR’d query.</p>

<p>We have 3 indicators, these are indexed by the search engine into 3 fields, we’ll call them “purchase”, “view”, and “tags”.
We take the user’s history that corresponds to each indicator and create a query of the form:</p>
@@ -585,7 +629,7 @@ We take the user’s history that corresponds to each indicator and create a que
<p>The query will result in an ordered list of items recommended for purchase but skewed towards items with similar tags to
the ones the user has already purchased.</p>

-<p>This is only an example and not necessarily the optimal way to create recs. It illustrates how business decisions can be
+<p>This is only an example and not necessarily the optimal way to create recs. It illustrates how business rules can be
translated into recommendations. This technique can be used to skew recommendations towards intrinsic indicators also.
For instance you may want to put personalized popular item recs in a special place in the UI. Create a popularity indicator
by tagging items with some category of popularity (hot, warm, cold for instance) then
@@ -601,9 +645,10 @@ on the popularity field. If we use the ecom example but use the query to get “

<p>This will return recommendations favoring ones that have the intrinsic indicator “hot”.</p>

-<p>##Notes</p>
+<h2 id="notes">Notes</h2>
+
<ol>
- <li>Use as much user action history as you can gather. Choose a primary action that is closest to what you want to recommend and the others will be used to create cross-cooccurrence indicators. Using more data in this fashion will almost always produce better recommendations.</li>
+ <li>Use as much user indicator history as you can gather. Choose a primary indicator that is closest to what you want to recommend and the others will be used to create cross-cooccurrence indicators. Using more data in this fashion will almost always produce better recommendations.</li>
<li>Content can be used where there is no recorded user behavior or when items change too quickly to get much interaction history. They can be used alone or mixed with other indicators.</li>
<li>Most search engines support “boost” factors so you can favor one or more indicators. In the example query, if you want tags to only have a small effect you could boost the CF indicators.</li>
<li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>

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@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
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+++ b/users/recommender/matrix-factorization.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
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+++ b/users/recommender/quickstart.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
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+
<!-- Developers -->
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+++ b/users/recommender/recommender-documentation.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
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diff --git a/users/recommender/recommender-first-timer-faq.html b/users/recommender/recommender-first-timer-faq.html
index 745a2ff..f2b72b8 100644
--- a/users/recommender/recommender-first-timer-faq.html
+++ b/users/recommender/recommender-first-timer-faq.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/recommender/userbased-5-minutes.html
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diff --git a/users/recommender/userbased-5-minutes.html b/users/recommender/userbased-5-minutes.html
index 7ffa731..fc2b1ff 100644
--- a/users/recommender/userbased-5-minutes.html
+++ b/users/recommender/userbased-5-minutes.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/sparkbindings/faq.html
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diff --git a/users/sparkbindings/faq.html b/users/sparkbindings/faq.html
index 64a62f9..20f7d1e 100644
--- a/users/sparkbindings/faq.html
+++ b/users/sparkbindings/faq.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/sparkbindings/home.html
----------------------------------------------------------------------
diff --git a/users/sparkbindings/home.html b/users/sparkbindings/home.html
index 4f93b02..b3ace40 100644
--- a/users/sparkbindings/home.html
+++ b/users/sparkbindings/home.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/llr---log-likelihood-ratio.html
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diff --git a/users/clustering/llr---log-likelihood-ratio.html b/users/clustering/llr---log-likelihood-ratio.html
index d6a0724..03a03c4 100644
--- a/users/clustering/llr---log-likelihood-ratio.html
+++ b/users/clustering/llr---log-likelihood-ratio.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/spectral-clustering.html
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diff --git a/users/clustering/spectral-clustering.html b/users/clustering/spectral-clustering.html
index 887c160..4f2db98 100644
--- a/users/clustering/spectral-clustering.html
+++ b/users/clustering/spectral-clustering.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/streaming-k-means.html
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diff --git a/users/clustering/streaming-k-means.html b/users/clustering/streaming-k-means.html
index 1b62c33..299de30 100644
--- a/users/clustering/streaming-k-means.html
+++ b/users/clustering/streaming-k-means.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/viewing-result.html
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diff --git a/users/clustering/viewing-result.html b/users/clustering/viewing-result.html
index 5a62b7c..4805611 100644
--- a/users/clustering/viewing-result.html
+++ b/users/clustering/viewing-result.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/viewing-results.html
----------------------------------------------------------------------
diff --git a/users/clustering/viewing-results.html b/users/clustering/viewing-results.html
index b2f3170..47a0d4d 100644
--- a/users/clustering/viewing-results.html
+++ b/users/clustering/viewing-results.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/visualizing-sample-clusters.html
----------------------------------------------------------------------
diff --git a/users/clustering/visualizing-sample-clusters.html b/users/clustering/visualizing-sample-clusters.html
index fc0883c..4dca75f 100644
--- a/users/clustering/visualizing-sample-clusters.html
+++ b/users/clustering/visualizing-sample-clusters.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/dim-reduction/dimensional-reduction.html
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diff --git a/users/dim-reduction/dimensional-reduction.html b/users/dim-reduction/dimensional-reduction.html
index a787758..3f8f758 100644
--- a/users/dim-reduction/dimensional-reduction.html
+++ b/users/dim-reduction/dimensional-reduction.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/dim-reduction/ssvd.html
----------------------------------------------------------------------
diff --git a/users/dim-reduction/ssvd.html b/users/dim-reduction/ssvd.html
index 2108d43..5580166 100644
--- a/users/dim-reduction/ssvd.html
+++ b/users/dim-reduction/ssvd.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/classify-a-doc-from-the-shell.html
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diff --git a/users/environment/classify-a-doc-from-the-shell.html b/users/environment/classify-a-doc-from-the-shell.html
index 6165eff..eadea5f 100644
--- a/users/environment/classify-a-doc-from-the-shell.html
+++ b/users/environment/classify-a-doc-from-the-shell.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/h2o-internals.html
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diff --git a/users/environment/h2o-internals.html b/users/environment/h2o-internals.html
index c19ecdd..f357ad1 100644
--- a/users/environment/h2o-internals.html
+++ b/users/environment/h2o-internals.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/how-to-build-an-app.html
----------------------------------------------------------------------
diff --git a/users/environment/how-to-build-an-app.html b/users/environment/how-to-build-an-app.html
index 9f9a4eb..a9b2b28 100644
--- a/users/environment/how-to-build-an-app.html
+++ b/users/environment/how-to-build-an-app.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/in-core-reference.html
----------------------------------------------------------------------
diff --git a/users/environment/in-core-reference.html b/users/environment/in-core-reference.html
index 38e3541..c175f1c 100644
--- a/users/environment/in-core-reference.html
+++ b/users/environment/in-core-reference.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/out-of-core-reference.html
----------------------------------------------------------------------
diff --git a/users/environment/out-of-core-reference.html b/users/environment/out-of-core-reference.html
index f461735..ddd712a 100644
--- a/users/environment/out-of-core-reference.html
+++ b/users/environment/out-of-core-reference.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/environment/spark-internals.html
----------------------------------------------------------------------
diff --git a/users/environment/spark-internals.html b/users/environment/spark-internals.html
index cace998..a5cdb7a 100644
--- a/users/environment/spark-internals.html
+++ b/users/environment/spark-internals.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/flinkbindings/flink-internals.html
----------------------------------------------------------------------
diff --git a/users/flinkbindings/flink-internals.html b/users/flinkbindings/flink-internals.html
index 59561bf..02f7f17 100644
--- a/users/flinkbindings/flink-internals.html
+++ b/users/flinkbindings/flink-internals.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/flinkbindings/playing-with-samsara-flink.html
----------------------------------------------------------------------
diff --git a/users/flinkbindings/playing-with-samsara-flink.html b/users/flinkbindings/playing-with-samsara-flink.html
index d1b457f..f0ebb24 100644
--- a/users/flinkbindings/playing-with-samsara-flink.html
+++ b/users/flinkbindings/playing-with-samsara-flink.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/misc/mr---map-reduce.html
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diff --git a/users/misc/mr---map-reduce.html b/users/misc/mr---map-reduce.html
index 64e8043..f7c3809 100644
--- a/users/misc/mr---map-reduce.html
+++ b/users/misc/mr---map-reduce.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/misc/parallel-frequent-pattern-mining.html
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diff --git a/users/misc/parallel-frequent-pattern-mining.html b/users/misc/parallel-frequent-pattern-mining.html
index aa314f7..7af48ff 100644
--- a/users/misc/parallel-frequent-pattern-mining.html
+++ b/users/misc/parallel-frequent-pattern-mining.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/misc/perceptron-and-winnow.html
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diff --git a/users/misc/perceptron-and-winnow.html b/users/misc/perceptron-and-winnow.html
index 11d0c8e..099c63b 100644
--- a/users/misc/perceptron-and-winnow.html
+++ b/users/misc/perceptron-and-winnow.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/restricted-boltzmann-machines.html
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diff --git a/users/classification/restricted-boltzmann-machines.html b/users/classification/restricted-boltzmann-machines.html
index 5869bd6..fdaa106 100644
--- a/users/classification/restricted-boltzmann-machines.html
+++ b/users/classification/restricted-boltzmann-machines.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/support-vector-machines.html
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diff --git a/users/classification/support-vector-machines.html b/users/classification/support-vector-machines.html
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--- a/users/classification/support-vector-machines.html
+++ b/users/classification/support-vector-machines.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/twenty-newsgroups.html
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diff --git a/users/classification/twenty-newsgroups.html b/users/classification/twenty-newsgroups.html
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--- a/users/classification/twenty-newsgroups.html
+++ b/users/classification/twenty-newsgroups.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/wikipedia-classifier-example.html
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diff --git a/users/classification/wikipedia-classifier-example.html b/users/classification/wikipedia-classifier-example.html
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--- a/users/classification/wikipedia-classifier-example.html
+++ b/users/classification/wikipedia-classifier-example.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/20newsgroups.html
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diff --git a/users/clustering/20newsgroups.html b/users/clustering/20newsgroups.html
index 647d146..d8d45b1 100644
--- a/users/clustering/20newsgroups.html
+++ b/users/clustering/20newsgroups.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/canopy-clustering.html
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diff --git a/users/clustering/canopy-clustering.html b/users/clustering/canopy-clustering.html
index ef01a54..d853211 100644
--- a/users/clustering/canopy-clustering.html
+++ b/users/clustering/canopy-clustering.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/canopy-commandline.html
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diff --git a/users/clustering/canopy-commandline.html b/users/clustering/canopy-commandline.html
index c62e595..d038577 100644
--- a/users/clustering/canopy-commandline.html
+++ b/users/clustering/canopy-commandline.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/cluster-dumper.html
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diff --git a/users/clustering/cluster-dumper.html b/users/clustering/cluster-dumper.html
index 272e4f0..5589c18 100644
--- a/users/clustering/cluster-dumper.html
+++ b/users/clustering/cluster-dumper.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/clustering-of-synthetic-control-data.html
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diff --git a/users/clustering/clustering-of-synthetic-control-data.html b/users/clustering/clustering-of-synthetic-control-data.html
index 0449cea..f2345ed 100644
--- a/users/clustering/clustering-of-synthetic-control-data.html
+++ b/users/clustering/clustering-of-synthetic-control-data.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/clustering-seinfeld-episodes.html
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diff --git a/users/clustering/clustering-seinfeld-episodes.html b/users/clustering/clustering-seinfeld-episodes.html
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--- a/users/clustering/clustering-seinfeld-episodes.html
+++ b/users/clustering/clustering-seinfeld-episodes.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/clusteringyourdata.html
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diff --git a/users/clustering/clusteringyourdata.html b/users/clustering/clusteringyourdata.html
index 045bcc8..d8fdda2 100644
--- a/users/clustering/clusteringyourdata.html
+++ b/users/clustering/clusteringyourdata.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/expectation-maximization.html
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diff --git a/users/clustering/expectation-maximization.html b/users/clustering/expectation-maximization.html
index c3026cf..ad24672 100644
--- a/users/clustering/expectation-maximization.html
+++ b/users/clustering/expectation-maximization.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/fuzzy-k-means-commandline.html
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diff --git a/users/clustering/fuzzy-k-means-commandline.html b/users/clustering/fuzzy-k-means-commandline.html
index 46298bd..d2c4e64 100644
--- a/users/clustering/fuzzy-k-means-commandline.html
+++ b/users/clustering/fuzzy-k-means-commandline.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/fuzzy-k-means.html
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diff --git a/users/clustering/fuzzy-k-means.html b/users/clustering/fuzzy-k-means.html
index 06c36c8..5fa61c1 100644
--- a/users/clustering/fuzzy-k-means.html
+++ b/users/clustering/fuzzy-k-means.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/hierarchical-clustering.html
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diff --git a/users/clustering/hierarchical-clustering.html b/users/clustering/hierarchical-clustering.html
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--- a/users/clustering/hierarchical-clustering.html
+++ b/users/clustering/hierarchical-clustering.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/k-means-clustering.html
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diff --git a/users/clustering/k-means-clustering.html b/users/clustering/k-means-clustering.html
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--- a/users/clustering/k-means-clustering.html
+++ b/users/clustering/k-means-clustering.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/k-means-commandline.html
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diff --git a/users/clustering/k-means-commandline.html b/users/clustering/k-means-commandline.html
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--- a/users/clustering/k-means-commandline.html
+++ b/users/clustering/k-means-commandline.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/latent-dirichlet-allocation.html
----------------------------------------------------------------------
diff --git a/users/clustering/latent-dirichlet-allocation.html b/users/clustering/latent-dirichlet-allocation.html
index 2c66c01..c42999a 100644
--- a/users/clustering/latent-dirichlet-allocation.html
+++ b/users/clustering/latent-dirichlet-allocation.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
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+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/clustering/lda-commandline.html
----------------------------------------------------------------------
diff --git a/users/clustering/lda-commandline.html b/users/clustering/lda-commandline.html
index 4825e84..578679c 100644
--- a/users/clustering/lda-commandline.html
+++ b/users/clustering/lda-commandline.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
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+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

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Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
Commit: http://git-wip-us.apache.org/repos/asf/mahout/commit/a9262d54
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Branch: refs/heads/asf-site
Commit: a9262d54b3c0715c88c63d3dd4dc898dd9f59384
Parents: 4fd3654
Author: jenkins <***@apache.org>
Authored: Tue Jun 26 23:58:13 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Tue Jun 26 23:58:13 2018 +0000

----------------------------------------------------------------------
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users/sparkbindings/home.html | 42 ++
users/sparkbindings/play-with-shell.html | 42 ++
217 files changed, 6549 insertions(+), 485 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/buildingmahout.html
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diff --git a/developers/buildingmahout.html b/developers/buildingmahout.html
index 24dd684..718cd39 100644
--- a/developers/buildingmahout.html
+++ b/developers/buildingmahout.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/developer-resources.html
----------------------------------------------------------------------
diff --git a/developers/developer-resources.html b/developers/developer-resources.html
index f4495aa..e84ca63 100644
--- a/developers/developer-resources.html
+++ b/developers/developer-resources.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/github.html
----------------------------------------------------------------------
diff --git a/developers/github.html b/developers/github.html
index 4a9c9bb..11ef2a7 100644
--- a/developers/github.html
+++ b/developers/github.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/githubPRs.html
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diff --git a/developers/githubPRs.html b/developers/githubPRs.html
index 93b1cb6..0190b5b 100644
--- a/developers/githubPRs.html
+++ b/developers/githubPRs.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/gsoc.html
----------------------------------------------------------------------
diff --git a/developers/gsoc.html b/developers/gsoc.html
index 2010d2a..4d2ea0e 100644
--- a/developers/gsoc.html
+++ b/developers/gsoc.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/how-to-become-a-committer.html
----------------------------------------------------------------------
diff --git a/developers/how-to-become-a-committer.html b/developers/how-to-become-a-committer.html
index 3b36836..50d09f8 100644
--- a/developers/how-to-become-a-committer.html
+++ b/developers/how-to-become-a-committer.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/how-to-contribute.html
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diff --git a/developers/how-to-contribute.html b/developers/how-to-contribute.html
index 4ad4cd4..cc25bbd 100644
--- a/developers/how-to-contribute.html
+++ b/developers/how-to-contribute.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/how-to-release.html
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diff --git a/developers/how-to-release.html b/developers/how-to-release.html
index 47dc29b..36652a8 100644
--- a/developers/how-to-release.html
+++ b/developers/how-to-release.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/how-to-update-the-website.html
----------------------------------------------------------------------
diff --git a/developers/how-to-update-the-website.html b/developers/how-to-update-the-website.html
index 28de8e2..d07dd44 100644
--- a/developers/how-to-update-the-website.html
+++ b/developers/how-to-update-the-website.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/issue-tracker.html
----------------------------------------------------------------------
diff --git a/developers/issue-tracker.html b/developers/issue-tracker.html
index 569d2dc..b2c0495 100644
--- a/developers/issue-tracker.html
+++ b/developers/issue-tracker.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/patch-check-list.html
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diff --git a/developers/patch-check-list.html b/developers/patch-check-list.html
index 6cbc7f4..d62c125 100644
--- a/developers/patch-check-list.html
+++ b/developers/patch-check-list.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/thirdparty-dependencies.html
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diff --git a/developers/thirdparty-dependencies.html b/developers/thirdparty-dependencies.html
index b970ef6..0eec944 100644
--- a/developers/thirdparty-dependencies.html
+++ b/developers/thirdparty-dependencies.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/developers/version-control.html
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diff --git a/developers/version-control.html b/developers/version-control.html
index 40f9e02..81b223a 100644
--- a/developers/version-control.html
+++ b/developers/version-control.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/clustering/canopy/index.html
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diff --git a/docs/latest/algorithms/clustering/canopy/index.html b/docs/latest/algorithms/clustering/canopy/index.html
index 7329e3b..cdd845e 100644
--- a/docs/latest/algorithms/clustering/canopy/index.html
+++ b/docs/latest/algorithms/clustering/canopy/index.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/clustering/distance-metrics.html
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diff --git a/docs/latest/algorithms/clustering/distance-metrics.html b/docs/latest/algorithms/clustering/distance-metrics.html
index 7a3fe78..ff79cfb 100644
--- a/docs/latest/algorithms/clustering/distance-metrics.html
+++ b/docs/latest/algorithms/clustering/distance-metrics.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/clustering/index.html
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diff --git a/docs/latest/algorithms/clustering/index.html b/docs/latest/algorithms/clustering/index.html
index 2bb146e..8fa7134 100644
--- a/docs/latest/algorithms/clustering/index.html
+++ b/docs/latest/algorithms/clustering/index.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/d-qr.html
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diff --git a/docs/latest/algorithms/linear-algebra/d-qr.html b/docs/latest/algorithms/linear-algebra/d-qr.html
index 4875fe8..6a38294 100644
--- a/docs/latest/algorithms/linear-algebra/d-qr.html
+++ b/docs/latest/algorithms/linear-algebra/d-qr.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/d-spca.html
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diff --git a/docs/latest/algorithms/linear-algebra/d-spca.html b/docs/latest/algorithms/linear-algebra/d-spca.html
index 8b340a5..b930900 100644
--- a/docs/latest/algorithms/linear-algebra/d-spca.html
+++ b/docs/latest/algorithms/linear-algebra/d-spca.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/principal-components-analysis.html
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diff --git a/users/basics/principal-components-analysis.html b/users/basics/principal-components-analysis.html
index 5e8f318..ccafe30 100644
--- a/users/basics/principal-components-analysis.html
+++ b/users/basics/principal-components-analysis.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/quickstart.html
----------------------------------------------------------------------
diff --git a/users/basics/quickstart.html b/users/basics/quickstart.html
index fde4f7c..1b42632 100644
--- a/users/basics/quickstart.html
+++ b/users/basics/quickstart.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/svd---singular-value-decomposition.html
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diff --git a/users/basics/svd---singular-value-decomposition.html b/users/basics/svd---singular-value-decomposition.html
index def8327..c510d3a 100644
--- a/users/basics/svd---singular-value-decomposition.html
+++ b/users/basics/svd---singular-value-decomposition.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/system-requirements.html
----------------------------------------------------------------------
diff --git a/users/basics/system-requirements.html b/users/basics/system-requirements.html
index 621f4e6..e1b7fe7 100644
--- a/users/basics/system-requirements.html
+++ b/users/basics/system-requirements.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
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diff --git a/users/basics/tf-idf---term-frequency-inverse-document-frequency.html b/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
index a05a278..e787994 100644
--- a/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
+++ b/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/bankmarketing-example.html
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diff --git a/users/classification/bankmarketing-example.html b/users/classification/bankmarketing-example.html
index e99dee0..8eb7d84 100644
--- a/users/classification/bankmarketing-example.html
+++ b/users/classification/bankmarketing-example.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/bayesian-commandline.html
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diff --git a/users/classification/bayesian-commandline.html b/users/classification/bayesian-commandline.html
index 6f62c7c..3e216c8 100644
--- a/users/classification/bayesian-commandline.html
+++ b/users/classification/bayesian-commandline.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/bayesian.html
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diff --git a/users/classification/bayesian.html b/users/classification/bayesian.html
index c878d8d..629dd30 100644
--- a/users/classification/bayesian.html
+++ b/users/classification/bayesian.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/breiman-example.html
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diff --git a/users/classification/breiman-example.html b/users/classification/breiman-example.html
index 9d1fe17..74c4c4a 100644
--- a/users/classification/breiman-example.html
+++ b/users/classification/breiman-example.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/class-discovery.html
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diff --git a/users/classification/class-discovery.html b/users/classification/class-discovery.html
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--- a/users/classification/class-discovery.html
+++ b/users/classification/class-discovery.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/classifyingyourdata.html
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diff --git a/users/classification/classifyingyourdata.html b/users/classification/classifyingyourdata.html
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--- a/users/classification/classifyingyourdata.html
+++ b/users/classification/classifyingyourdata.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/hidden-markov-models.html
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diff --git a/users/classification/hidden-markov-models.html b/users/classification/hidden-markov-models.html
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--- a/users/classification/hidden-markov-models.html
+++ b/users/classification/hidden-markov-models.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/locally-weighted-linear-regression.html
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diff --git a/users/classification/locally-weighted-linear-regression.html b/users/classification/locally-weighted-linear-regression.html
index 212393b..06b56d5 100644
--- a/users/classification/locally-weighted-linear-regression.html
+++ b/users/classification/locally-weighted-linear-regression.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/logistic-regression.html
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diff --git a/users/classification/logistic-regression.html b/users/classification/logistic-regression.html
index 5e5fb73..1632798 100644
--- a/users/classification/logistic-regression.html
+++ b/users/classification/logistic-regression.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/mlp.html
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diff --git a/users/classification/mlp.html b/users/classification/mlp.html
index 7a8bb1a..c435847 100644
--- a/users/classification/mlp.html
+++ b/users/classification/mlp.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/naivebayes.html
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diff --git a/users/classification/naivebayes.html b/users/classification/naivebayes.html
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--- a/users/classification/naivebayes.html
+++ b/users/classification/naivebayes.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/neural-network.html
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diff --git a/users/classification/neural-network.html b/users/classification/neural-network.html
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--- a/users/classification/neural-network.html
+++ b/users/classification/neural-network.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/partial-implementation.html
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diff --git a/users/classification/partial-implementation.html b/users/classification/partial-implementation.html
index 09d7071..dd314d2 100644
--- a/users/classification/partial-implementation.html
+++ b/users/classification/partial-implementation.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/classification/random-forests.html
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diff --git a/users/classification/random-forests.html b/users/classification/random-forests.html
index 425c705..1d9b053 100644
--- a/users/classification/random-forests.html
+++ b/users/classification/random-forests.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/d-ssvd.html
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diff --git a/docs/latest/algorithms/linear-algebra/d-ssvd.html b/docs/latest/algorithms/linear-algebra/d-ssvd.html
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--- a/docs/latest/algorithms/linear-algebra/d-ssvd.html
+++ b/docs/latest/algorithms/linear-algebra/d-ssvd.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/linear-algebra/index.html
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diff --git a/docs/latest/algorithms/linear-algebra/index.html b/docs/latest/algorithms/linear-algebra/index.html
index 328398d..f2f9a37 100644
--- a/docs/latest/algorithms/linear-algebra/index.html
+++ b/docs/latest/algorithms/linear-algebra/index.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/bayesian.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/bayesian.html b/docs/latest/algorithms/map-reduce/classification/bayesian.html
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--- a/docs/latest/algorithms/map-reduce/classification/bayesian.html
+++ b/docs/latest/algorithms/map-reduce/classification/bayesian.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/class-discovery.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/class-discovery.html b/docs/latest/algorithms/map-reduce/classification/class-discovery.html
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--- a/docs/latest/algorithms/map-reduce/classification/class-discovery.html
+++ b/docs/latest/algorithms/map-reduce/classification/class-discovery.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
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diff --git a/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html b/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
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--- a/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
+++ b/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/collocations.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html b/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
index 4b4afc1..deb8542 100644
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+++ b/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html b/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
index eb2295e..d1e2264 100644
--- a/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
+++ b/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/recommenders/index.html
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diff --git a/docs/latest/algorithms/recommenders/index.html b/docs/latest/algorithms/recommenders/index.html
new file mode 100644
index 0000000..ef22741
--- /dev/null
+++ b/docs/latest/algorithms/recommenders/index.html
@@ -0,0 +1,236 @@
+<!DOCTYPE html>
+<html lang=" en ">
+
+<head>
+ <meta charset="utf-8">
+ <meta http-equiv="X-UA-Compatible" content="IE=edge">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+
+ <title>
+ Recommender Overview
+
+ </title>
+
+ <meta name="description" content="Distributed Linear Algebra">
+
+ <link rel="stylesheet" href="/assets/css/main.css">
+
+ <!-- Font Awesome -->
+ <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet" integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN" crossorigin="anonymous">
+
+ <!-- Google Fonts -->
+ <link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500" rel="stylesheet">
+ <link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i" rel="stylesheet">
+
+ <link rel="canonical" href="http://mahout.apache.org//docs/latest/algorithms/recommenders/">
+ <link rel="alternate" type="application/rss+xml" title="Apache Mahout" href="/%20/feed.xml">
+
+
+</head>
+
+<script>
+ (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
+ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
+ m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
+ })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
+
+ ga('create', 'UA-98314020-1', 'auto');
+ ga('send', 'pageview');
+</script>
+<body>
+
+ <nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
+
+ <div class="container">
+
+ <a class="navbar-brand" href="/">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
+ </a>
+
+ <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+ <span class="navbar-toggler-icon"></span>
+ </button>
+
+ <div class="collapse navbar-collapse" id="navbarSupportedContent">
+
+ <ul class="navbar-nav ml-auto">
+
+ <!-- Download -->
+ <li class="nav-item">
+ <a class="nav-link" href="/general/downloads">Download</a>
+ </li>
+
+ <li class="nav-item">
+ <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ </li>
+
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
+ <!-- Developers -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
+ <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
+ <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
+ <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
+ <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
+ <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
+ <!-- <a class="dropdown-item" href="/developers/version-control/">Version Control</a> -->
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">How To's</h6>
+ <a class="dropdown-item" href="/developers/how-to-contribute">How to Contribute</a>
+ <a class="dropdown-item" href="/developers/githubPRs">Github PRs</a>
+ <a class="dropdown-item" href="/developers/how-to-become-a-committer">How to Become a Committer</a>
+ <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
+ <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
+ </div>
+ </li>
+
+ <!-- Docs -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <h6 class="dropdown-header">Release</h6>
+ <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
+ <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ </div>
+ </li>
+
+ <!-- Community -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
+ <div class="dropdown-menu dropdown-menu-right">
+ <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
+ <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
+ <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
+ <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
+ <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
+ <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
+ <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
+ <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
+ <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
+ <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
+ <!-- Clean and pretty -->
+ <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
+ <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
+ <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
+ <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
+ <!-- nikolai needs to add himself -->
+ </div>
+ </li>
+
+ <!-- GitHub -->
+ <li class="nav-item">
+ <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
+ </li>
+
+ </ul>
+
+ <!-- <form class="form-inline my-2 my-lg-0">
+ <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
+ <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
+ </form> -->
+
+ </div>
+
+ </div>
+
+</nav>
+
+
+ <h1 id="recommender-overview">Recommender Overview</h1>
+
+<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call “Multimodal”, meaning they could take in data of all sorts—basically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p>
+
+<h2 id="turnkey-implementation">Turnkey Implementation</h2>
+
+<p>If you are looking for an end-to-end OSS recommender based on the Mahout CCO algorithm have a look at <a href="https://github.com/actionml/universal-recommender">The Universal Recommender</a>, which is implemented using <a href="http://predictionio.apache.org/">Apache PredictionIO</a>. See instructions for <a href="http://actionml.com/docs/pio_by_actionml">installation here</a>. There is even an AWS AMI for convenience (this is a for-pay option)</p>
+
+<h2 id="build-your-own-integration">Build Your Own Integration</h2>
+
+<p>To get the most out of our more modern CCO algorithm we’ll need to think of the Recommender as a “model creation” component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” component—supplied by a modern scalable search engine, like Solr or Elasticsearch. Here we describe a loose integration that does not require using Mahout as a library, it uses Mahout’s command line interface. This is clearly not the best but allows one to experiments and get a real recommender running easily.</p>
+
+<p><img src="http://i.imgur.com/fliHMBo.png" alt="image" /></p>
+
+<p>To integrate with your application you will collect user interactions storing them in a DB and also in a from usable by Mahout. The simplest way to do this is to log user interactions to csv files (user-id, item-id). The DB should be setup to contain the last n user interactions, which will form part of the query for recommendations.</p>
+
+<p>Mahout’s spark-itemsimilarity will create a table of (item-id, list-of-similar-items) in csv form. Think of this as an item collection with one field containing the item-ids of similar items. Index this with your search engine.</p>
+
+<p>When your application needs recommendations for a specific person, get the latest user history of interactions from the DB and query the indicator collection with this history. You will get back an ordered list of item-ids. These are your recommendations. You may wish to filter out any that the user has already seen but that will depend on your use case.</p>
+
+<p>All ids for users and items are preserved as string tokens and so work as an external key in DBs or as doc ids for search engines, they also work as tokens for search queries.</p>
+
+<h2 id="references">References</h2>
+
+<ol>
+ <li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
+ <li>A slide deck, which talks about mixing actions or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Multimodal Recommender with Mahout and a Search Engine</a></li>
+ <li>Two blog posts: <a href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/">What’s New in Recommenders: part #1</a>
+and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/">What’s New in Recommenders: part #2</a></li>
+ <li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
+</ol>
+
+<h2 id="mahout-model-creation">Mahout Model Creation</h2>
+
+<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p>
+
+
+ <footer class="footer bg-light">
+ <div class="container text-center small">
+ Copyright &copy; 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ </div>
+</footer>
+
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+ <script src="/assets/vendor/popper/popper.min.js"></script>
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+
+</body>
+
+</html>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/fittness-tests.html
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diff --git a/docs/latest/algorithms/regression/fittness-tests.html b/docs/latest/algorithms/regression/fittness-tests.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/index.html
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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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--- a/docs/latest/algorithms/regression/serial-correlation/dw-test.html
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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
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+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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--- a/docs/latest/tutorials/map-reduce/classification/breiman-example.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

[g***@apache.org]

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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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--- a/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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--- a/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.html
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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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--- a/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.html
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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

[g***@apache.org]

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<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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<h6 class="dropdown-header">Deprecated</h6>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
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<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


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+
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>
+
+<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>
+
+<p>Mahout provides several important building blocks for creating recommendations using Spark. <em>spark-itemsimilarity</em> can be used to create “other people also liked these things” type recommendations and paired with a search engine can personalize recommendations for individual users. <em>spark-rowsimilarity</em> can provide non-personalized content based recommendations and when paired with a search engine can be used to personalize content based recommendations.</p>
+
+<p><img src="http://s6.postimg.org/r0m8bpjw1/recommender_architecture.png" alt="image" /></p>
+
+<p>This is a simplified Lambda architecture with Mahout’s <em>spark-itemsimilarity</em> playing the batch model building role and a search engine playing the realtime serving role.</p>
+
+<p>You will create two collections, one for user history and one for item “indicators”. Indicators are user interactions that lead to the wished for interaction. So for example if you wish a user to purchase something and you collect all users purchase interactions <em>spark-itemsimilarity</em> will create a purchase indicator from them. But you can also use other user interactions in a cross-cooccurrence calculation, to create purchase indicators.</p>
+
+<p>User history is used as a query on the item collection with its cooccurrence and cross-cooccurrence indicators (there may be several indicators). The primary interaction or indicator is picked to be the thing you want to recommend, other action / indicators are believed to be correlated but may not indicate exactly the same user intent. For instance in an ecom recommender a purchase is a very good primary action / indicator, but you may also know product detail-views, or additions-to-wishlists. These can be considered secondary actions / indicators which may all be used to calculate cross-cooccurrence indicators. The user history that forms the recommendations query will contain recorded primary and secondary indicators all targeted towards the correct indicator fields.</p>
+
+<h2 id="references">References</h2>
+
+<ol>
+ <li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
+ <li>A slide deck, which talks about mixing indicators or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Unified Recommender</a></li>
+ <li>Two blog posts: <a href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/">What’s New in Recommenders: part #1</a>
+and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/">What’s New in Recommenders: part #2</a></li>
+ <li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
+</ol>
+
+<p>Below are the command line jobs but the drivers and associated code can also be customized and accessed from the Scala APIs.</p>
+
+<h2 id="1-spark-itemsimilarity">1. spark-itemsimilarity</h2>
+<p><em>spark-itemsimilarity</em> is the Spark counterpart of the of the Mahout mapreduce job called <em>itemsimilarity</em>. It takes in elements of interactions, which have userID, itemID, and optionally a value. It will produce one of more indicator matrices created by comparing every user’s interactions with every other user. The indicator matrix is an item x item matrix where the values are log-likelihood ratio strengths. For the legacy mapreduce version, there were several possible similarity measures but these are being deprecated in favor of LLR because in practice it performs the best.</p>
+
+<p>Mahout’s mapreduce version of itemsimilarity takes a text file that is expected to have user and item IDs that conform to
+Mahout’s ID requirements–they are non-negative integers that can be viewed as row and column numbers in a matrix.</p>
+
+<p><em>spark-itemsimilarity</em> also extends the notion of cooccurrence to cross-cooccurrence, in other words the Spark version will
+account for multi-modal interactions and create cross-cooccurrence indicator matrices allowing the use of much more data in
+creating recommendations or similar item lists. People try to do this by mixing different indicators and giving them weights.
+For instance they might say an item-view is 0.2 of an item purchase. In practice this is often not helpful. Spark-itemsimilarity’s
+cross-cooccurrence is a more principled way to handle this case. In effect it scrubs secondary indicators with the indicator you want
+to recommend.</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>spark-itemsimilarity Mahout 1.0
+Usage: spark-itemsimilarity [options]
+
+Disconnected from the target VM, address: '127.0.0.1:64676', transport: 'socket'
+Input, output options
+ -i &lt;value&gt; | --input &lt;value&gt;
+ Input path, may be a filename, directory name, or comma delimited list of HDFS supported URIs (required)
+ -i2 &lt;value&gt; | --input2 &lt;value&gt;
+ Secondary input path for cross-similarity calculation, same restrictions as "--input" (optional). Default: empty.
+ -o &lt;value&gt; | --output &lt;value&gt;
+ Path for output, any local or HDFS supported URI (required)
+
+Algorithm control options:
+ -mppu &lt;value&gt; | --maxPrefs &lt;value&gt;
+ Max number of preferences to consider per user (optional). Default: 500
+ -m &lt;value&gt; | --maxSimilaritiesPerItem &lt;value&gt;
+ Limit the number of similarities per item to this number (optional). Default: 100
+
+Note: Only the Log Likelihood Ratio (LLR) is supported as a similarity measure.
+
+Input text file schema options:
+ -id &lt;value&gt; | --inDelim &lt;value&gt;
+ Input delimiter character (optional). Default: "[,\t]"
+ -f1 &lt;value&gt; | --filter1 &lt;value&gt;
+ String (or regex) whose presence indicates a datum for the primary item set (optional). Default: no filter, all data is used
+ -f2 &lt;value&gt; | --filter2 &lt;value&gt;
+ String (or regex) whose presence indicates a datum for the secondary item set (optional). If not present no secondary dataset is collected
+ -rc &lt;value&gt; | --rowIDColumn &lt;value&gt;
+ Column number (0 based Int) containing the row ID string (optional). Default: 0
+ -ic &lt;value&gt; | --itemIDColumn &lt;value&gt;
+ Column number (0 based Int) containing the item ID string (optional). Default: 1
+ -fc &lt;value&gt; | --filterColumn &lt;value&gt;
+ Column number (0 based Int) containing the filter string (optional). Default: -1 for no filter
+
+Using all defaults the input is expected of the form: "userID&lt;tab&gt;itemId" or "userID&lt;tab&gt;itemID&lt;tab&gt;any-text..." and all rows will be used
+
+File discovery options:
+ -r | --recursive
+ Searched the -i path recursively for files that match --filenamePattern (optional), Default: false
+ -fp &lt;value&gt; | --filenamePattern &lt;value&gt;
+ Regex to match in determining input files (optional). Default: filename in the --input option or "^part-.*" if --input is a directory
+
+Output text file schema options:
+ -rd &lt;value&gt; | --rowKeyDelim &lt;value&gt;
+ Separates the rowID key from the vector values list (optional). Default: "\t"
+ -cd &lt;value&gt; | --columnIdStrengthDelim &lt;value&gt;
+ Separates column IDs from their values in the vector values list (optional). Default: ":"
+ -td &lt;value&gt; | --elementDelim &lt;value&gt;
+ Separates vector element values in the values list (optional). Default: " "
+ -os | --omitStrength
+ Do not write the strength to the output files (optional), Default: false.
+This option is used to output indexable data for creating a search engine recommender.
+
+Default delimiters will produce output of the form: "itemID1&lt;tab&gt;itemID2:value2&lt;space&gt;itemID10:value10..."
+
+Spark config options:
+ -ma &lt;value&gt; | --master &lt;value&gt;
+ Spark Master URL (optional). Default: "local". Note that you can specify the number of cores to get a performance improvement, for example "local[4]"
+ -sem &lt;value&gt; | --sparkExecutorMem &lt;value&gt;
+ Max Java heap available as "executor memory" on each node (optional). Default: 4g
+ -rs &lt;value&gt; | --randomSeed &lt;value&gt;
+
+ -h | --help
+ prints this usage text
+</code></pre>
+</div>
+
+<p>This looks daunting but defaults to simple fairly sane values to take exactly the same input as legacy code and is pretty flexible. It allows the user to point to a single text file, a directory full of files, or a tree of directories to be traversed recursively. The files included can be specified with either a regex-style pattern or filename. The schema for the file is defined by column numbers, which map to the important bits of data including IDs and values. The files can even contain filters, which allow unneeded rows to be discarded or used for cross-cooccurrence calculations.</p>
+
+<p>See <code class="highlighter-rouge">ItemSimilarityDriver.scala</code> in Mahout’s spark module if you want to customize the code.</p>
+
+<h3 id="defaults-in-the-spark-itemsimilarity-cli">Defaults in the <em><strong>spark-itemsimilarity</strong></em> CLI</h3>
+
+<p>If all defaults are used the input can be as simple as:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>userID1,itemID1
+userID2,itemID2
+...
+</code></pre>
+</div>
+
+<p>With the command line:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>bash$ mahout spark-itemsimilarity --input in-file --output out-dir
+</code></pre>
+</div>
+
+<p>This will use the “local” Spark context and will output the standard text version of a DRM</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>itemID1&lt;tab&gt;itemID2:value2&lt;space&gt;itemID10:value10...
+</code></pre>
+</div>
+
+<h3 id="how-to-use-multiple-user-indicators"><a name="multiple-actions">How To Use Multiple User Indicators</a></h3>
+
+<p>Often we record various indicators the user takes for later analytics. These can now be used to make recommendations.
+The idea of a recommender is to recommend the action you want the user to make. For an ecom app this might be a purchase action recorded in a “purchase” indicator. It is usually not a good idea to just treat other indicators the same as the indicator you want to recommend. For example is you have user purchase and view data, never treat a view as a purchase it will never increase the quality of recommendations, instead use the view data as a secondary indicator so the CCO algorithm will find meaningful correlated cross-occurrences. Without this the views will be so noisy they will almost surely reduce the performance of the recommender. Too many people have fallen into this mistake. With <em>spark-itemsimilarity</em>
+we can now use both indicators. Mahout will use cross-occurrence analysis to limit the views to ones that do predict purchases.
+We do this by treating the primary indicator (purchase) as data for the indicator matrix and use the secondary indicator (view)
+to calculate the cross-cooccurrence indicator matrix.</p>
+
+<p><em>spark-itemsimilarity</em> can read separate indicators from separate files or from a mixed indicator log by filtering certain lines. For a mixed
+indicator log of the form:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>u1,purchase,iphone
+u1,purchase,ipad
+u2,purchase,nexus
+u2,purchase,galaxy
+u3,purchase,surface
+u4,purchase,iphone
+u4,purchase,galaxy
+u1,view,iphone
+u1,view,ipad
+u1,view,nexus
+u1,view,galaxy
+u2,view,iphone
+u2,view,ipad
+u2,view,nexus
+u2,view,galaxy
+u3,view,surface
+u3,view,nexus
+u4,view,iphone
+u4,view,ipad
+u4,view,galaxy
+</code></pre>
+</div>
+
+<h3 id="command-line">Command Line</h3>
+
+<p>Use the following options:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>bash$ mahout spark-itemsimilarity \
+ --input in-file \ # where to look for data
+ --output out-path \ # root dir for output
+ --master masterUrl \ # URL of the Spark master server
+ --filter1 purchase \ # word that flags input for the primary indicator
+ --filter2 view \ # word that flags input for the secondary indicator
+ --itemIDPosition 2 \ # column that has the item ID
+ --rowIDPosition 0 \ # column that has the user ID
+ --filterPosition 1 # column that has the filter word
+</code></pre>
+</div>
+
+<h3 id="output">Output</h3>
+
+<p>The output of the job will be the standard text version of two Mahout DRMs. This is a case where we are calculating
+cross-cooccurrence so a primary indicator matrix and cross-cooccurrence indicator matrix will be created</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>out-path
+ |-- similarity-matrix - TDF part files
+ \-- cross-similarity-matrix - TDF part-files
+</code></pre>
+</div>
+
+<p>The similarity-matrix will contain the lines:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>galaxy&lt;tab&gt;nexus:1.7260924347106847
+ipad&lt;tab&gt;iphone:1.7260924347106847
+nexus&lt;tab&gt;galaxy:1.7260924347106847
+iphone&lt;tab&gt;ipad:1.7260924347106847
+surface
+</code></pre>
+</div>
+
+<p>The cross-similarity-matrix will contain:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>iphone&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+ipad&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+nexus&lt;tab&gt;nexus:0.6795961471815897 iphone:0.6795961471815897 ipad:0.6795961471815897 galaxy:0.6795961471815897
+galaxy&lt;tab&gt;nexus:1.7260924347106847 iphone:1.7260924347106847 ipad:1.7260924347106847 galaxy:1.7260924347106847
+surface&lt;tab&gt;surface:4.498681156950466 nexus:0.6795961471815897
+</code></pre>
+</div>
+
+<p><strong>Note:</strong> You can run this multiple times to use more than two indicators or you can use the underlying SimilarityAnalysis.cooccurrence API in you own application as a library, which will more efficiently calculate any number of cross-cooccurrence indicators.</p>
+
+<h3 id="log-file-input">Log File Input</h3>
+
+<p>A common method of storing data is in log files. If they are written using some delimiter they can be consumed directly by spark-itemsimilarity. For instance input of the form:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>2014-06-23 14:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;purchase&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u1&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u2&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;surface
[phone]:46:53.115&lt;tab&gt;u3&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;nexus
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;iphone
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;ipad
[phone]:46:53.115&lt;tab&gt;u4&lt;tab&gt;view&lt;tab&gt;random text&lt;tab&gt;galaxy
+</code></pre>
+</div>
+
+<p>Can be parsed with the following CLI and run on the cluster producing the same output as the above example. The important bit of information in the example tab delimited file are user-id, indicator-name, and item-id. The rest is ignored.</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>bash$ mahout spark-itemsimilarity \
+ --input in-file \
+ --output out-path \
+ --master spark://sparkmaster:4044 \
+ --filter1 purchase \
+ --filter2 view \
+ --inDelim "\t" \
+ --itemIDPosition 4 \
+ --rowIDPosition 1 \
+ --filterPosition 2
+</code></pre>
+</div>
+
+<h2 id="2-spark-rowsimilarity">2. spark-rowsimilarity</h2>
+
+<p><em>spark-rowsimilarity</em> is the companion to <em>spark-itemsimilarity</em> the primary difference is that it takes a text file version of
+a matrix of sparse vectors with optional application specific IDs and it finds similar rows rather than items (columns). Its use is
+not limited to collaborative filtering. The input is in text-delimited form where there are three delimiters used. By
+default it reads <code class="highlighter-rouge">(rowID&lt;tab&gt;columnID1:strength1&lt;space&gt;columnID2:strength2...)</code> Since this job only supports LLR similarity,
+ which does not use the input strengths, they may be omitted in the input. It writes
+<code class="highlighter-rouge">(rowID&lt;tab&gt;rowID1:strength1&lt;space&gt;rowID2:strength2...)</code>
+The output is sorted by strength descending. The output can be interpreted as a row ID from the primary input followed
+by a list of the most similar rows.</p>
+
+<p>The command line interface is:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>spark-rowsimilarity Mahout 0.x
+Usage: spark-rowsimilarity [options]
+
+Input, output options
+ -i &lt;value&gt; | --input &lt;value&gt;
+ Input path, may be a filename, directory name, or comma delimited list of HDFS supported URIs (required)
+ -o &lt;value&gt; | --output &lt;value&gt;
+ Path for output, any local or HDFS supported URI (required)
+
+Algorithm control options:
+ -mo &lt;value&gt; | --maxObservations &lt;value&gt;
+ Max number of observations to consider per row (optional). Default: 500
+ -m &lt;value&gt; | --maxSimilaritiesPerRow &lt;value&gt;
+ Limit the number of similarities per item to this number (optional). Default: 100
+
+Note: Only the Log Likelihood Ratio (LLR) is supported as a similarity measure.
+Disconnected from the target VM, address: '127.0.0.1:49162', transport: 'socket'
+
+Output text file schema options:
+ -rd &lt;value&gt; | --rowKeyDelim &lt;value&gt;
+ Separates the rowID key from the vector values list (optional). Default: "\t"
+ -cd &lt;value&gt; | --columnIdStrengthDelim &lt;value&gt;
+ Separates column IDs from their values in the vector values list (optional). Default: ":"
+ -td &lt;value&gt; | --elementDelim &lt;value&gt;
+ Separates vector element values in the values list (optional). Default: " "
+ -os | --omitStrength
+ Do not write the strength to the output files (optional), Default: false.
+This option is used to output indexable data for creating a search engine recommender.
+
+Default delimiters will produce output of the form: "itemID1&lt;tab&gt;itemID2:value2&lt;space&gt;itemID10:value10..."
+
+File discovery options:
+ -r | --recursive
+ Searched the -i path recursively for files that match --filenamePattern (optional), Default: false
+ -fp &lt;value&gt; | --filenamePattern &lt;value&gt;
+ Regex to match in determining input files (optional). Default: filename in the --input option or "^part-.*" if --input is a directory
+
+Spark config options:
+ -ma &lt;value&gt; | --master &lt;value&gt;
+ Spark Master URL (optional). Default: "local". Note that you can specify the number of cores to get a performance improvement, for example "local[4]"
+ -sem &lt;value&gt; | --sparkExecutorMem &lt;value&gt;
+ Max Java heap available as "executor memory" on each node (optional). Default: 4g
+ -rs &lt;value&gt; | --randomSeed &lt;value&gt;
+
+ -h | --help
+ prints this usage text
+</code></pre>
+</div>
+
+<p>See RowSimilarityDriver.scala in Mahout’s spark module if you want to customize the code.</p>
+
+<p>#3. Using <em>spark-rowsimilarity</em> with Text Data</p>
+
+<p>Another use case for <em>spark-rowsimilarity</em> is in finding similar textual content. For instance given the tags associated with
+a blog post, which other posts have similar tags. In this case the columns are tags and the rows are posts. Since LLR is
+the only similarity method supported this is not the optimal way to determine general “bag-of-words” document similarity.
+LLR is used more as a quality filter than as a similarity measure. However <em>spark-rowsimilarity</em> will produce
+lists of similar docs for every doc if input is docs with lists of terms. The Apache <a href="http://lucene.apache.org">Lucene</a> project provides several methods of analyzing and tokenizing documents.</p>
+
+<h1 id="4-creating-a-multimodal-recommender"><a name="unified-recommender">4. Creating a Multimodal Recommender</a></h1>
+
+<p>Using the output of <em>spark-itemsimilarity</em> and <em>spark-rowsimilarity</em> you can build a miltimodal cooccurrence and content based
+ recommender that can be used in both or either mode depending on indicators available and the history available at
+runtime for a user. Some slide describing this method can be found <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">here</a></p>
+
+<h2 id="requirements">Requirements</h2>
+
+<ol>
+ <li>Mahout 0.13.0 or later</li>
+ <li>Hadoop</li>
+ <li>Spark, the correct version for your version of Mahout and Hadoop</li>
+ <li>A search engine like Solr or Elasticsearch</li>
+</ol>
+
+<h2 id="indicators">Indicators</h2>
+
+<p>Indicators come in 3 types</p>
+
+<ol>
+ <li><strong>Correlated Cross-Occurrence</strong>: calculated with <em>spark-itemsimilarity</em> from user indicators</li>
+ <li><strong>Content</strong>: calculated from item metadata or content using <em>spark-rowsimilarity</em></li>
+ <li><strong>Intrinsic</strong>: assigned to items as metadata. Can be anything that describes the item. These will be used in search engine queries to implement business rules.</li>
+</ol>
+
+<p>The query for recommendations will be a mix of values meant to match one of your indicators. The query can be constructed
+from user history and values derived from context (category being viewed for instance) or special pre-calculated data
+(popularity rank for instance). This blending of indicators allows for creating many flavors or recommendations to fit
+a very wide variety of circumstances.</p>
+
+<p>With the right mix of indicators developers can construct a single query that works for completely new items and new users
+while working well for items with lots of interactions and users with many recorded indicators. In other words by adding in content and intrinsic indicators developers can create a solution for the “cold-start” problem that gracefully improves with more user history
+and as items have more interactions. It is also possible to create a completely content-based recommender that personalizes
+recommendations.</p>
+
+<h2 id="example-with-3-indicators">Example with 3 Indicators</h2>
+
+<p>You will need to decide how you store user indicator data so they can be processed by the item and row similarity jobs and
+this is most easily done by using text files as described above. The data that is processed by these jobs is considered the
+training data. You will need some amount of user history in your recs query. It is typical to use the most recent user history
+but need not be exactly what is in the training set, which may include a greater volume of historical data. Keeping the user
+history for query purposes could be done with a database by storing it in a users table. In the example above the two
+collaborative filtering indicators are “purchase” and “view”, but let’s also add tags (taken from catalog categories or other
+descriptive metadata).</p>
+
+<p>We will need to create 1 cooccurrence indicator from the primary indicator (purchase) 1 cross-occurrence indicator
+from the secondary indicator (view)
+and 1 content indicator (tags). We’ll have to run <em>spark-itemsimilarity</em> once and <em>spark-rowsimilarity</em> once.</p>
+
+<p>We have described how to create the collaborative filtering indicators for purchase and view (the <a href="#multiple-actions">How to use Multiple User
+Indicators</a> section) but tags will be a slightly different process. We want to use the fact that
+certain items have tags similar to the ones associated with a user’s purchases. This is not a collaborative filtering indicator
+but rather a “content” or “metadata” type indicator since you are not using other users’ history, only the
+individual that you are making recs for. This means that this method will make recommendations for items that have
+no collaborative filtering data, as happens with new items in a catalog. New items may have tags assigned but no one
+ has purchased or viewed them yet. In the final query we will mix all 3 indicators.</p>
+
+<h2 id="content-indicator">Content Indicator</h2>
+
+<p>To create a content-indicator we’ll make use of the fact that the user has purchased items with certain tags. We want to find
+items with the most similar tags. Notice that other users’ behavior is not considered–only other item’s tags. This defines a
+content or metadata indicator. They are used when you want to find items that are similar to other items by using their
+content or metadata, not by which users interacted with them.</p>
+
+<p><strong>Note</strong>: It may be advisable to treat tags as cross-cooccurrence indicators but for the sake of an example they are treated here as content only.</p>
+
+<p>For this we need input of the form:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>itemID&lt;tab&gt;list-of-tags
+...
+</code></pre>
+</div>
+
+<p>The full collection will look like the tags column from a catalog DB. For our ecom example it might be:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>3459860b&lt;tab&gt;men long-sleeve chambray clothing casual
+9446577d&lt;tab&gt;women tops chambray clothing casual
+...
+</code></pre>
+</div>
+
+<p>We’ll use <em>spark-rowimilairity</em> because we are looking for similar rows, which encode items in this case. As with the
+collaborative filtering indicators we use the –omitStrength option. The strengths created are
+probabilistic log-likelihood ratios and so are used to filter unimportant similarities. Once the filtering or downsampling
+is finished we no longer need the strengths. We will get an indicator matrix of the form:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>itemID&lt;tab&gt;list-of-item IDs
+...
+</code></pre>
+</div>
+
+<p>This is a content indicator since it has found other items with similar content or metadata.</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>3459860b&lt;tab&gt;3459860b 3459860b 6749860c 5959860a 3434860a 3477860a
+9446577d&lt;tab&gt;9446577d 9496577d 0943577d 8346577d 9442277d 9446577e
+...
+</code></pre>
+</div>
+
+<p>We now have three indicators, two collaborative filtering type and one content type.</p>
+
+<h2 id="multimodal-recommender-query">Multimodal Recommender Query</h2>
+
+<p>The actual form of the query for recommendations will vary depending on your search engine but the intent is the same. For a given user, map their history of an indicator or content to the correct indicator field and perform an OR’d query.</p>
+
+<p>We have 3 indicators, these are indexed by the search engine into 3 fields, we’ll call them “purchase”, “view”, and “tags”.
+We take the user’s history that corresponds to each indicator and create a query of the form:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>Query:
+ field: purchase; q:user's-purchase-history
+ field: view; q:user's view-history
+ field: tags; q:user's-tags-associated-with-purchases
+</code></pre>
+</div>
+
+<p>The query will result in an ordered list of items recommended for purchase but skewed towards items with similar tags to
+the ones the user has already purchased.</p>
+
+<p>This is only an example and not necessarily the optimal way to create recs. It illustrates how business rules can be
+translated into recommendations. This technique can be used to skew recommendations towards intrinsic indicators also.
+For instance you may want to put personalized popular item recs in a special place in the UI. Create a popularity indicator
+by tagging items with some category of popularity (hot, warm, cold for instance) then
+index that as a new indicator field and include the corresponding value in a query
+on the popularity field. If we use the ecom example but use the query to get “hot” recommendations it might look like this:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>Query:
+ field: purchase; q:user's-purchase-history
+ field: view; q:user's view-history
+ field: popularity; q:"hot"
+</code></pre>
+</div>
+
+<p>This will return recommendations favoring ones that have the intrinsic indicator “hot”.</p>
+
+<h2 id="notes">Notes</h2>
+
+<ol>
+ <li>Use as much user indicator history as you can gather. Choose a primary indicator that is closest to what you want to recommend and the others will be used to create cross-cooccurrence indicators. Using more data in this fashion will almost always produce better recommendations.</li>
+ <li>Content can be used where there is no recorded user behavior or when items change too quickly to get much interaction history. They can be used alone or mixed with other indicators.</li>
+ <li>Most search engines support “boost” factors so you can favor one or more indicators. In the example query, if you want tags to only have a small effect you could boost the CF indicators.</li>
+ <li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>
+</ol>
+
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+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
+ </li>
+
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
+ </div>
+ </li>
+
+
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+
+ -->
+ </li>
+
+ <!-- Scala /docs -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
+ </div>
+ </li>
+
+ <!-- Apache -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
+ </div>
+ </li>
+
+ </ul>
+
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->
+
+
+
+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
+</nav>
+
+
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <p>Seems like someone has jacked up this page?
+TODO: Find the ALS Page</p>
+
+<h2 id="intro">Intro</h2>
+
+<p>Mahout has a distributed implementation of QR decomposition for tall thin matricies<a href="[Mahout Scala and Mahout Spark Bindings for Linear Algebra Subroutines](http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf)">1</a>.</p>
+
+<h2 id="algorithm">Algorithm</h2>
+
+<p>For the classic QR decomposition of the form <code class="highlighter-rouge">\(\mathbf{A}=\mathbf{QR},\mathbf{A}\in\mathbb{R}^{m\times n}\)</code> a distributed version is fairly easily achieved if <code class="highlighter-rouge">\(\mathbf{A}\)</code> is tall and thin such that <code class="highlighter-rouge">\(\mathbf{A}^{\top}\mathbf{A}\)</code> fits in memory, i.e. <em>m</em> is large but <em>n</em> &lt; ~5000 Under such circumstances, only <code class="highlighter-rouge">\(\mathbf{A}\)</code> and <code class="highlighter-rouge">\(\mathbf{Q}\)</code> are distributed matricies and <code class="highlighter-rouge">\(\mathbf{A^{\top}A}\)</code> and <code class="highlighter-rouge">\(\mathbf{R}\)</code> are in-core products. We just compute the in-core version of the Cholesky decomposition in the form of <code class="highlighter-rouge">\(\mathbf{LL}^{\top}= \mathbf{A}^{\top}\mathbf{A}\)</code>. After that we take <code class="highlighter-rouge">\(\mathbf{R}= \mathbf{L}^{\top}\)</co
de> and <code class="highlighter-rouge">\(\mathbf{Q}=\mathbf{A}\left(\mathbf{L}^{\top}\right)^{-1}\)</code>. The latter is easily achieved by multiplying each verticle block of <code class="highlighter-rouge">\(\mathbf{A}\)</code> by <code class="highlighter-rouge">\(\left(\mathbf{L}^{\top}\right)^{-1}\)</code>. (There is no actual matrix inversion happening).</p>
+
+<h2 id="implementation">Implementation</h2>
+
+<p>Mahout <code class="highlighter-rouge">dqrThin(...)</code> is implemented in the mahout <code class="highlighter-rouge">math-scala</code> algebraic optimizer which translates Mahout’s R-like linear algebra operators into a physical plan for both Spark and H2O distributed engines.</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>def dqrThin[K: ClassTag](A: DrmLike[K], checkRankDeficiency: Boolean = true): (DrmLike[K], Matrix) = {
+ if (drmA.ncol &gt; 5000)
+ log.warn("A is too fat. A'A must fit in memory and easily broadcasted.")
+ implicit val ctx = drmA.context
+ val AtA = (drmA.t %*% drmA).checkpoint()
+ val inCoreAtA = AtA.collect
+ val ch = chol(inCoreAtA)
+ val inCoreR = (ch.getL cloned) t
+ if (checkRankDeficiency &amp;&amp; !ch.isPositiveDefinite)
+ throw new IllegalArgumentException("R is rank-deficient.")
+ val bcastAtA = sc.broadcast(inCoreAtA)
+ val Q = A.mapBlock() {
+ case (keys, block) =&gt; keys -&gt; chol(bcastAtA).solveRight(block)
+ }
+ Q -&gt; inCoreR
+}
+</code></pre>
+</div>
+
+<h2 id="usage">Usage</h2>
+
+<p>The scala <code class="highlighter-rouge">dqrThin(...)</code> method can easily be called in any Spark or H2O application built with the <code class="highlighter-rouge">math-scala</code> library and the corresponding <code class="highlighter-rouge">Spark</code> or <code class="highlighter-rouge">H2O</code> engine module as follows:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>import org.apache.mahout.math._
+import decompositions._
+import drm._
+
+val(drmQ, inCoreR) = dqrThin(drma)
+</code></pre>
+</div>
+
+<h2 id="references">References</h2>
+
+
+ </div>
+
+
+ </div>
+
+</div>
+
+
+ <footer class="footer bg-light">
+ <div class="container text-center small">
+ Copyright &copy; 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ </div>
+</footer>
+
+ <script src="/assets/vendor/jquery/jquery-slim.min.js"></script>
+ <script src="/assets/vendor/popper/popper.min.js"></script>
+ <script src="/assets/vendor/bootstrap/js/bootstrap.min.js"></script>
+ <script src="/assets/header.js"></script>
+ <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script>
+
+</body>
+
+</html>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/misc/how-to-build-an-app.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
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diff --git a/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html b/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
index 56fe375..fb5300d 100644
--- a/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
+++ b/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
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+++ b/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/samsara/play-with-shell.html
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--- a/docs/latest/tutorials/samsara/play-with-shell.html
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@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
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+++ b/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/samsara/spark-naive-bayes.html
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diff --git a/docs/latest/tutorials/samsara/spark-naive-bayes.html b/docs/latest/tutorials/samsara/spark-naive-bayes.html
index a89268b..bb0011a 100644
--- a/docs/latest/tutorials/samsara/spark-naive-bayes.html
+++ b/docs/latest/tutorials/samsara/spark-naive-bayes.html
@@ -78,7 +78,7 @@
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
<div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Reccomenders</h6>
+ <h6 class="dropdown-header">Recommenders</h6>
<a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
<a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
<div class="dropdown-divider"></div>
@@ -107,14 +107,14 @@
<a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
<a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
<a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
<!--
- <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index 3c32fe2..0297c35 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T20:45:02+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T23:57:45+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/books-tutorials-and-talks.html
----------------------------------------------------------------------
diff --git a/general/books-tutorials-and-talks.html b/general/books-tutorials-and-talks.html
index 0f8463a..9a1a33e 100644
--- a/general/books-tutorials-and-talks.html
+++ b/general/books-tutorials-and-talks.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/downloads.html
----------------------------------------------------------------------
diff --git a/general/downloads.html b/general/downloads.html
index b74bf1e..6e4763a 100644
--- a/general/downloads.html
+++ b/general/downloads.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/faq.html
----------------------------------------------------------------------
diff --git a/general/faq.html b/general/faq.html
index 2bf23c3..45f6996 100644
--- a/general/faq.html
+++ b/general/faq.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/glossary.html
----------------------------------------------------------------------
diff --git a/general/glossary.html b/general/glossary.html
index e9ec5c7..bbf4620 100644
--- a/general/glossary.html
+++ b/general/glossary.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/mahout-benchmarks.html
----------------------------------------------------------------------
diff --git a/general/mahout-benchmarks.html b/general/mahout-benchmarks.html
index 598365d..9570f3f 100644
--- a/general/mahout-benchmarks.html
+++ b/general/mahout-benchmarks.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/mahout-wiki.html
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diff --git a/general/mahout-wiki.html b/general/mahout-wiki.html
index e7cbb16..f92b678 100644
--- a/general/mahout-wiki.html
+++ b/general/mahout-wiki.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/mailing-lists.html
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diff --git a/general/mailing-lists.html b/general/mailing-lists.html
index fd718e2..999f2f8 100644
--- a/general/mailing-lists.html
+++ b/general/mailing-lists.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/powered-by-mahout.html
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diff --git a/general/powered-by-mahout.html b/general/powered-by-mahout.html
index 329bd37..419d6e6 100644
--- a/general/powered-by-mahout.html
+++ b/general/powered-by-mahout.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/privacy-policy.html
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diff --git a/general/privacy-policy.html b/general/privacy-policy.html
index fdc6ab8..83df363 100644
--- a/general/privacy-policy.html
+++ b/general/privacy-policy.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/professional-support.html
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diff --git a/general/professional-support.html b/general/professional-support.html
index 5565404..3b2439f 100644
--- a/general/professional-support.html
+++ b/general/professional-support.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/reference-reading.html
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diff --git a/general/reference-reading.html b/general/reference-reading.html
index fcd9052..21d0ac7 100644
--- a/general/reference-reading.html
+++ b/general/reference-reading.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/release-notes.html
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diff --git a/general/release-notes.html b/general/release-notes.html
index c13175c..8b21c53 100644
--- a/general/release-notes.html
+++ b/general/release-notes.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/general/who-we-are.html
----------------------------------------------------------------------
diff --git a/general/who-we-are.html b/general/who-we-are.html
index eb8e768..8c4e982 100644
--- a/general/who-we-are.html
+++ b/general/who-we-are.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/index.html
----------------------------------------------------------------------
diff --git a/index.html b/index.html
index 802cb4f..a658887 100644
--- a/index.html
+++ b/index.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/news/2017/12/20/new-website.html
----------------------------------------------------------------------
diff --git a/news/2017/12/20/new-website.html b/news/2017/12/20/new-website.html
index 832e993..a38d69b 100644
--- a/news/2017/12/20/new-website.html
+++ b/news/2017/12/20/new-website.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/news/2018/06/18/preping-014.html
----------------------------------------------------------------------
diff --git a/news/2018/06/18/preping-014.html b/news/2018/06/18/preping-014.html
index d0e4878..3466363 100644
--- a/news/2018/06/18/preping-014.html
+++ b/news/2018/06/18/preping-014.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/posts/new-website.html
----------------------------------------------------------------------
diff --git a/posts/new-website.html b/posts/new-website.html
index e7f06e0..551a801 100644
--- a/posts/new-website.html
+++ b/posts/new-website.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/d-als.html
----------------------------------------------------------------------
diff --git a/users/algorithms/d-als.html b/users/algorithms/d-als.html
index a445146..c00f4ed 100644
--- a/users/algorithms/d-als.html
+++ b/users/algorithms/d-als.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/d-qr.html
----------------------------------------------------------------------
diff --git a/users/algorithms/d-qr.html b/users/algorithms/d-qr.html
index 253e072..5dac5fc 100644
--- a/users/algorithms/d-qr.html
+++ b/users/algorithms/d-qr.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/d-spca.html
----------------------------------------------------------------------
diff --git a/users/algorithms/d-spca.html b/users/algorithms/d-spca.html
index eee21e7..0883a68 100644
--- a/users/algorithms/d-spca.html
+++ b/users/algorithms/d-spca.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/d-ssvd.html
----------------------------------------------------------------------
diff --git a/users/algorithms/d-ssvd.html b/users/algorithms/d-ssvd.html
index 6772073..0cb9cf4 100644
--- a/users/algorithms/d-ssvd.html
+++ b/users/algorithms/d-ssvd.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git a/users/algorithms/intro-cooccurrence-spark.html b/users/algorithms/intro-cooccurrence-spark.html
index 9778a03..22813b0 100644
--- a/users/algorithms/intro-cooccurrence-spark.html
+++ b/users/algorithms/intro-cooccurrence-spark.html
@@ -7,7 +7,7 @@
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>
- Intro to Cooccurrence Recommenders with Spark
+ Building a Mahout Recommender

</title>

@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
@@ -140,7 +182,7 @@
</nav>


- <h1 id="intro-to-correlated-cross-occurrence-recommenders-with-spark">Intro to Correlated Cross-Occurrence Recommenders with Spark</h1>
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>

<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>


http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/recommender-overview.html
----------------------------------------------------------------------
diff --git a/users/algorithms/recommender-overview.html b/users/algorithms/recommender-overview.html
index a792859..5f8a0f0 100644
--- a/users/algorithms/recommender-overview.html
+++ b/users/algorithms/recommender-overview.html
@@ -7,7 +7,7 @@
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>
- Recommender Quickstart
+ Recommender Overview

</title>

@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/algorithms/spark-naive-bayes.html
----------------------------------------------------------------------
diff --git a/users/algorithms/spark-naive-bayes.html b/users/algorithms/spark-naive-bayes.html
index 83f2bf0..518f8c0 100644
--- a/users/algorithms/spark-naive-bayes.html
+++ b/users/algorithms/spark-naive-bayes.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/algorithms.html
----------------------------------------------------------------------
diff --git a/users/basics/algorithms.html b/users/basics/algorithms.html
index f9be327..6682c96 100644
--- a/users/basics/algorithms.html
+++ b/users/basics/algorithms.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/collections.html
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diff --git a/users/basics/collections.html b/users/basics/collections.html
index aeafe8a..691d407 100644
--- a/users/basics/collections.html
+++ b/users/basics/collections.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/collocations.html
----------------------------------------------------------------------
diff --git a/users/basics/collocations.html b/users/basics/collocations.html
index fc2491c..79b2114 100644
--- a/users/basics/collocations.html
+++ b/users/basics/collocations.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/creating-vectors-from-text.html
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diff --git a/users/basics/creating-vectors-from-text.html b/users/basics/creating-vectors-from-text.html
index eb727ad..d000cb8 100644
--- a/users/basics/creating-vectors-from-text.html
+++ b/users/basics/creating-vectors-from-text.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/creating-vectors.html
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diff --git a/users/basics/creating-vectors.html b/users/basics/creating-vectors.html
index cb7147c..28c4964 100644
--- a/users/basics/creating-vectors.html
+++ b/users/basics/creating-vectors.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/gaussian-discriminative-analysis.html
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diff --git a/users/basics/gaussian-discriminative-analysis.html b/users/basics/gaussian-discriminative-analysis.html
index ccb7a51..50eb3b1 100644
--- a/users/basics/gaussian-discriminative-analysis.html
+++ b/users/basics/gaussian-discriminative-analysis.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/independent-component-analysis.html
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diff --git a/users/basics/independent-component-analysis.html b/users/basics/independent-component-analysis.html
index 53fefec..b593e34 100644
--- a/users/basics/independent-component-analysis.html
+++ b/users/basics/independent-component-analysis.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/mahout-collections.html
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diff --git a/users/basics/mahout-collections.html b/users/basics/mahout-collections.html
index bf1446f..767b5fa 100644
--- a/users/basics/mahout-collections.html
+++ b/users/basics/mahout-collections.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/mahoutintegration.html
----------------------------------------------------------------------
diff --git a/users/basics/mahoutintegration.html b/users/basics/mahoutintegration.html
index 3c19652..756ef80 100644
--- a/users/basics/mahoutintegration.html
+++ b/users/basics/mahoutintegration.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/users/basics/matrix-and-vector-needs.html
----------------------------------------------------------------------
diff --git a/users/basics/matrix-and-vector-needs.html b/users/basics/matrix-and-vector-needs.html
index 1fcacb1..466e1ee 100644
--- a/users/basics/matrix-and-vector-needs.html
+++ b/users/basics/matrix-and-vector-needs.html
@@ -64,6 +64,48 @@
<a class="nav-link" href="/docs/latest/index.html">Overview</a>
</li>

+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+
+ -->
+ </li>
+ <!-- Algorithms (Samsara / MR) -->
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Deprecated</h6>
+ <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ </div>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
+ -->
+ </li>
+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site a9262d54b -> 6d9258956


http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/users/recommender/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git a/users/recommender/intro-cooccurrence-spark.html b/users/recommender/intro-cooccurrence-spark.html
index 6c1f9d0..d905560 100644
--- a/users/recommender/intro-cooccurrence-spark.html
+++ b/users/recommender/intro-cooccurrence-spark.html
@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
- (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
- m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
- })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
-
- ga('create', 'UA-98314020-1', 'auto');
- ga('send', 'pageview');
-</script>
+
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,91 +112,60 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
- <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
- <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
- <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
- <!-- <a class="dropdown-item" href="/developers/version-control/">Version Control</a> -->
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">How To's</h6>
- <a class="dropdown-item" href="/developers/how-to-contribute">How to Contribute</a>
- <a class="dropdown-item" href="/developers/githubPRs">Github PRs</a>
- <a class="dropdown-item" href="/developers/how-to-become-a-committer">How to Become a Committer</a>
- <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
- </div>
+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
- <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
</div>
</li>

- <!-- Community -->
+ <!-- Apache -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
- <div class="dropdown-menu dropdown-menu-right">
- <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
- <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
- <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
- <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
- <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
- <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
- <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
- <!-- Clean and pretty -->
- <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
- <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
- <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
- <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
</div>
</li>

- <!-- GitHub -->
- <li class="nav-item">
- <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
- </li>
-
</ul>

- <!-- <form class="form-inline my-2 my-lg-0">
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- <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>

<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>

@@ -654,6 +637,13 @@ on the popularity field. If we use the ecom example but use the query to get “
<li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>
</ol>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/users/recommender/quickstart.html
----------------------------------------------------------------------
diff --git a/users/recommender/quickstart.html b/users/recommender/quickstart.html
index 8087215..381d283 100644
--- a/users/recommender/quickstart.html
+++ b/users/recommender/quickstart.html
@@ -7,7 +7,7 @@
<meta name="viewport" content="width=device-width, initial-scale=1">

<title>
- Recommender Quickstart
+ Recommender Overview

</title>

@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
- (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
- m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
- })(window,document,'script','//www.google-analytics.com/analytics.js','ga');

- ga('create', 'UA-98314020-1', 'auto');
- ga('send', 'pageview');
-</script>
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,93 +112,70 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
- <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
- <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
- <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
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- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">How To's</h6>
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- <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
- </div>
+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
- <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
</div>
</li>

- <!-- Community -->
+ <!-- Apache -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
- <div class="dropdown-menu dropdown-menu-right">
- <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
- <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
- <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
- <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
- <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
- <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
- <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
- <!-- Clean and pretty -->
- <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
- <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
- <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
- <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
</div>
</li>

- <!-- GitHub -->
- <li class="nav-item">
- <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
- </li>
-
</ul>

- <!-- <form class="form-inline my-2 my-lg-0">
- <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
- <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="recommender-overview">Recommender Overview</h1>
+ <div class="container mt-5 pb-4">

-<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. But to get the best out of our more modern aproach we’ll need to think of the Recommender as a “model creation” component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” component—supplied by a modern scalable search engine, like Solr.</p>
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="recommender-overview">Recommender Overview</h1>
+
+<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call “Multimodal”, meaning they could take in data of all sorts—basically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p>
+
+<h2 id="turnkey-implementation">Turnkey Implementation</h2>
+
+<p>If you are looking for an end-to-end OSS recommender based on the Mahout CCO algorithm have a look at <a href="https://github.com/actionml/universal-recommender">The Universal Recommender</a>, which is implemented using <a href="http://predictionio.apache.org/">Apache PredictionIO</a>. See instructions for <a href="http://actionml.com/docs/pio_by_actionml">installation here</a>. There is even an AWS AMI for convenience (this is a for-pay option)</p>
+
+<h2 id="build-your-own-integration">Build Your Own Integration</h2>
+
+<p>To get the most out of our more modern CCO algorithm we’ll need to think of the Recommender as a “model creation” component—supplied by Mahout’s new spark-itemsimilarity job, and a “serving” component—supplied by a modern scalable search engine, like Solr or Elasticsearch. Here we describe a loose integration that does not require using Mahout as a library, it uses Mahout’s command line interface. This is clearly not the best but allows one to experiments and get a real recommender running easily.</p>

<p><img src="http://i.imgur.com/fliHMBo.png" alt="image" /></p>

@@ -196,7 +187,7 @@

<p>All ids for users and items are preserved as string tokens and so work as an external key in DBs or as doc ids for search engines, they also work as tokens for search queries.</p>

-<p>##References</p>
+<h2 id="references">References</h2>

<ol>
<li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li>
@@ -206,10 +197,17 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i
<li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li>
</ol>

-<p>##Mahout Model Creation</p>
+<h2 id="mahout-model-creation">Mahout Model Creation</h2>

<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

[g***@apache.org]

Automatic Site Publish by Buildbot


Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
Commit: http://git-wip-us.apache.org/repos/asf/mahout/commit/6d925895
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/6d925895
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/6d925895

Branch: refs/heads/asf-site
Commit: 6d9258956ab510259d2dc27c750bfec2de5dcfd9
Parents: a9262d5
Author: jenkins <***@apache.org>
Authored: Wed Jun 27 00:05:21 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Wed Jun 27 00:05:21 2018 +0000

----------------------------------------------------------------------
docs/latest/algorithms/recommenders/cco.html | 180 ++++++++---------
docs/latest/algorithms/recommenders/index.html | 180 ++++++++---------
feed.xml | 2 +-
users/algorithms/intro-cooccurrence-spark.html | 180 ++++++++---------
users/algorithms/recommender-overview.html | 180 ++++++++---------
users/recommender/intro-cooccurrence-spark.html | 180 ++++++++---------
users/recommender/quickstart.html | 194 +++++++++----------
7 files changed, 522 insertions(+), 574 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/docs/latest/algorithms/recommenders/cco.html
----------------------------------------------------------------------
diff --git a/docs/latest/algorithms/recommenders/cco.html b/docs/latest/algorithms/recommenders/cco.html
index a4cd25f..61bf6ce 100644
--- a/docs/latest/algorithms/recommenders/cco.html
+++ b/docs/latest/algorithms/recommenders/cco.html
@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
- (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
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- ga('create', 'UA-98314020-1', 'auto');
- ga('send', 'pageview');
-</script>
+
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,91 +112,60 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
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- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
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- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
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- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
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+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
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- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
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- <!-- Community -->
+ <!-- Apache -->
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- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
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- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
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- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
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+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
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+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
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- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
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+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>

<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>

@@ -654,6 +637,13 @@ on the popularity field. If we use the ecom example but use the query to get “
<li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>
</ol>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/docs/latest/algorithms/recommenders/index.html
----------------------------------------------------------------------
diff --git a/docs/latest/algorithms/recommenders/index.html b/docs/latest/algorithms/recommenders/index.html
index ef22741..235491d 100644
--- a/docs/latest/algorithms/recommenders/index.html
+++ b/docs/latest/algorithms/recommenders/index.html
@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
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- ga('send', 'pageview');
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+
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,91 +112,60 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
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- <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
- <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
- <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
- <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
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- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
- </div>
+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
- <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
</div>
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- <!-- Community -->
+ <!-- Apache -->
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
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- <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
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- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
- <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
- <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
- <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
- <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
- <!-- Clean and pretty -->
- <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
- <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
- <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
- <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
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- <!-- GitHub -->
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- <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
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-
</ul>

- <!-- <form class="form-inline my-2 my-lg-0">
- <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
- <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="recommender-overview">Recommender Overview</h1>
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="recommender-overview">Recommender Overview</h1>

<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call “Multimodal”, meaning they could take in data of all sorts—basically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p>

@@ -218,6 +201,13 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index 0297c35..d802361 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-26T23:57:45+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-27T00:03:32+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/users/algorithms/intro-cooccurrence-spark.html
----------------------------------------------------------------------
diff --git a/users/algorithms/intro-cooccurrence-spark.html b/users/algorithms/intro-cooccurrence-spark.html
index 22813b0..42fd3d7 100644
--- a/users/algorithms/intro-cooccurrence-spark.html
+++ b/users/algorithms/intro-cooccurrence-spark.html
@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
- (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
- m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
- })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
-
- ga('create', 'UA-98314020-1', 'auto');
- ga('send', 'pageview');
-</script>
+
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,91 +112,60 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
- <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
- <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
- <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
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- <div class="dropdown-divider"></div>
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- <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
- </div>
+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
- <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
</div>
</li>

- <!-- Community -->
+ <!-- Apache -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
- <div class="dropdown-menu dropdown-menu-right">
- <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
- <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
- <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
- <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
- <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
- <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
- <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
- <!-- Clean and pretty -->
- <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
- <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
- <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
- <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
</div>
</li>

- <!-- GitHub -->
- <li class="nav-item">
- <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
- </li>
-
</ul>

- <!-- <form class="form-inline my-2 my-lg-0">
- <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
- <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="building-a-correlated-cross-occurrence-cco-recommenders-with-the-mahout-cli">Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI</h1>

<p>Mahout’s CCO algorithm is one of a new breed of “Multimodal” recommenders that can use input of many types in very flexible ways.</p>

@@ -654,6 +637,13 @@ on the popularity field. If we use the ecom example but use the query to get “
<li>In the examples we have used space delimited strings for lists of IDs in indicators and in queries. It may be better to use arrays of strings if your storage system and search engine support them. For instance Solr allows multi-valued fields, which correspond to arrays.</li>
</ol>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

http://git-wip-us.apache.org/repos/asf/mahout/blob/6d925895/users/algorithms/recommender-overview.html
----------------------------------------------------------------------
diff --git a/users/algorithms/recommender-overview.html b/users/algorithms/recommender-overview.html
index 5f8a0f0..9c1c603 100644
--- a/users/algorithms/recommender-overview.html
+++ b/users/algorithms/recommender-overview.html
@@ -28,15 +28,7 @@

</head>

-<script>
- (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
- (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),
- m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
- })(window,document,'script','//www.google-analytics.com/analytics.js','ga');
-
- ga('create', 'UA-98314020-1', 'auto');
- ga('send', 'pageview');
-</script>
+
<body>

<nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout">
@@ -44,7 +36,7 @@
<div class="container">

<a class="navbar-brand" href="/">
- <img src="/assets/mahout-logo-blue.svg" alt="">
+ <img src="/assets/mahout-logo-blue.svg" alt="">
</a>

<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
@@ -53,38 +45,60 @@

<div class="collapse navbar-collapse" id="navbarSupportedContent">

- <ul class="navbar-nav ml-auto">
+ <div class="navbar-nav ml-auto">

- <!-- Download -->
+ <!-- Quick Start -->
<li class="nav-item">
- <a class="nav-link" href="/general/downloads">Download</a>
+ <a class="nav-link" href="/docs/latest" >Overview</a>
</li>

- <li class="nav-item">
- <a class="nav-link" href="/docs/latest/index.html">Overview</a>
+ <li class="nav-item dropdown">
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Key Concepts</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="/docs/latest/index.html">Mahout Overview</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Scala DSL</h6>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/in-core-reference.html">In-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/out-of-core-reference.html">Out-of-core Reference</a>
+ <a class="dropdown-item" href="/docs/latest/mahout-samsara/faq.html">Samsara FAQ</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Distributed Engine Bindings</h6>
+ <a class="dropdown-item" href="/docs/latest/distributed/spark-bindings/">Spark Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">Flink Bindings</a>
+ <a class="dropdown-item" href="/docs/latest/distributed/flink-bindings.html">H20 Bindings</a>
+ <!--<div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Native Solvers</h6>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl.html">ViennaCL</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/viennacl-omp.html">ViennaCL-OMP</a></li>
+ <a class="dropdown-item" href="/docs/latest/native-solvers/cuda.html">CUDA</a></li>-->
+ </div>
</li>

- <!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Recommenders</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Mahout Samsara</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/play-with-shell.html">Playing with Samsara in Spark Shell</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html">Playing with Samsara in Flink Batch</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html">Text Classification (Shell)</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/samsara/spark-naive-bayes.html">Spark Naive Bayes</a>
+ <div class="dropdown-divider"></div>
+ <h6 class="dropdown-header">Misc</h6>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/mahout-in-zeppelin">Mahout in Apache Zeppelin</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/contributing-algos">How To Contribute a New Algorithm</a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/misc/how-to-build-an-app.html">How To Build An App</a>
<div class="dropdown-divider"></div>
<h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
+ <a class="dropdown-item" href="/docs/latest/tutorials/map-reduce">MapReduce</a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
</li>
+
+
<!-- Algorithms (Samsara / MR) -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
@@ -98,91 +112,60 @@
<h6 class="dropdown-header">Deprecated</h6>
<a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
</div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
- -->
- </li>
+ <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
+ <!--
+ <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
+ <li role="separator" class="divider"></li>
+ <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>

- <!-- Developers -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a>
- <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
- <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>
- <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template -->
- <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page -->
- <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>
- <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? -->
- <!-- <a class="dropdown-item" href="/developers/version-control/">Version Control</a> -->
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">How To's</h6>
- <a class="dropdown-item" href="/developers/how-to-contribute">How to Contribute</a>
- <a class="dropdown-item" href="/developers/githubPRs">Github PRs</a>
- <a class="dropdown-item" href="/developers/how-to-become-a-committer">How to Become a Committer</a>
- <a class="dropdown-item" href="/developers/how-to-release">How to Release</a>
- <a class="dropdown-item" href="/developers/how-to-update-the-website">How to Update the Website</a>
- </div>
+
+ -->
</li>

- <!-- Docs -->
+ <!-- Scala /docs -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Docs</a>
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">API /docs</a>
<div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <h6 class="dropdown-header">Release</h6>
- <a class="dropdown-item" href="/docs/0.13.0">0.13.0</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Latest Snapshot (Development)</h6>
- <a class="dropdown-item" href="/docs/latest">0.13.1-SNAPSHOT</a>
+ <a class="dropdown-item" href="/docs/0.13.0/api/docs/">0.13.0</a>
</div>
</li>

- <!-- Community -->
+ <!-- Apache -->
<li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Community</a>
- <div class="dropdown-menu dropdown-menu-right">
- <!--<a class="dropdown-item" href="/community/history/">History of the Apache Mahout Project</a>-->
- <!--<a class="dropdown-item" href="/community/blogs/">Blog Posts About Mahout</a>-->
- <!--<a class="dropdown-item" href="/community/recent-upcoming-talks/">Recent and Upcoming Talks</a>-->
- <!-- <a class="dropdown-item" href="/community/books-tutorials-and-talks/">Books Tutorials and Talks</a> -->
- <!-- <a class="dropdown-item" href="/community/faq/">FAQ</a> needs a lot of updating -->
- <a class="dropdown-item" href="/developers/gsoc">GSoC</a>
- <!-- Is OK- updated Map/Reduce verbage to reflect Samsara -->
- <!-- <a class="dropdown-item" href="/community/mahout-benchmarks/">Mahout Benchmarks</a> These are old, Keep them? -->
- <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?-->
- <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a>
- <!-- Clean and pretty -->
- <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update -->
- <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a>
- <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep -->
- <a class="dropdown-item" href="/general/who-we-are">Who We Are</a>
- <!-- nikolai needs to add himself -->
+ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Apache</a>
+ <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
+ <a class="dropdown-item" href="http://www.apache.org/foundation/how-it-works.html">Apache Software Foundation</a>
+ <a class="dropdown-item" href="http://www.apache.org/licenses/">Apache License</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a>
+ <a class="dropdown-item" href="http://www.apache.org/foundation/thanks.html">Thanks</a>
</div>
</li>

- <!-- GitHub -->
- <li class="nav-item">
- <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a>
- </li>
-
</ul>

- <!-- <form class="form-inline my-2 my-lg-0">
- <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search">
- <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button>
- </form> -->
+ <!--<form class="navbar-form navbar-left">-->
+ <!--<div class="form-group">-->
+ <!--<input type="text" class="form-control" placeholder="Search">-->
+ <!--</div>-->
+ <!--<button type="submit" class="btn btn-default">Submit</button>-->
+ <!--</form>-->
+ <!--<ul class="nav navbar-nav navbar-right">-->
+ <!--<a class="dropdown-item" href="http://github.com/apache/mahout">Github</a></li>-->

- </div>

- </div>

+ <!--</ul>-->
+ </div><!-- /.navbar-collapse -->
+ </div>
</nav>


- <h1 id="recommender-overview">Recommender Overview</h1>
+ <div class="container mt-5 pb-4">
+
+ <div class="row">
+
+ <div class="col-lg-8">
+ <h1 id="recommender-overview">Recommender Overview</h1>

<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call “Multimodal”, meaning they could take in data of all sorts—basically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p>

@@ -218,6 +201,13 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p>

+ </div>
+
+
+ </div>
+
+</div>
+

<footer class="footer bg-light">
<div class="container text-center small">

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site 6d9258956 -> 34e2ff0e7


Automatic Site Publish by Buildbot


Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
Commit: http://git-wip-us.apache.org/repos/asf/mahout/commit/34e2ff0e
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/34e2ff0e
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/34e2ff0e

Branch: refs/heads/asf-site
Commit: 34e2ff0e7774beefcd14985c59d31010e70f19ea
Parents: 6d92589
Author: jenkins <***@apache.org>
Authored: Wed Jun 27 00:06:58 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Wed Jun 27 00:06:58 2018 +0000

----------------------------------------------------------------------
feed.xml | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/mahout/blob/34e2ff0e/feed.xml
----------------------------------------------------------------------
diff --git a/feed.xml b/feed.xml
index d802361..3873c3c 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-27T00:03:32+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-27T00:05:51+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

[g***@apache.org]

Repository: mahout
Updated Branches:
refs/heads/asf-site 34e2ff0e7 -> 11e52fd98


http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/viewing-results.html
----------------------------------------------------------------------
diff --git a/users/clustering/viewing-results.html b/users/clustering/viewing-results.html
index 47a0d4d..4a1b17d 100644
--- a/users/clustering/viewing-results.html
+++ b/users/clustering/viewing-results.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/visualizing-sample-clusters.html
----------------------------------------------------------------------
diff --git a/users/clustering/visualizing-sample-clusters.html b/users/clustering/visualizing-sample-clusters.html
index 4dca75f..58ca3af 100644
--- a/users/clustering/visualizing-sample-clusters.html
+++ b/users/clustering/visualizing-sample-clusters.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/dim-reduction/dimensional-reduction.html
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diff --git a/users/dim-reduction/dimensional-reduction.html b/users/dim-reduction/dimensional-reduction.html
index 3f8f758..b243d90 100644
--- a/users/dim-reduction/dimensional-reduction.html
+++ b/users/dim-reduction/dimensional-reduction.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/dim-reduction/ssvd.html
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diff --git a/users/dim-reduction/ssvd.html b/users/dim-reduction/ssvd.html
index 5580166..56eb983 100644
--- a/users/dim-reduction/ssvd.html
+++ b/users/dim-reduction/ssvd.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- -->
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- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
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- <!--
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- <!--
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/sparkbindings/home.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/sparkbindings/play-with-shell.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/locally-weighted-linear-regression.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/logistic-regression.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/mlp.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/naivebayes.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <h6 class="dropdown-header">Deprecated</h6>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/neural-network.html
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/random-forests.html
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/restricted-boltzmann-machines.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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-
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/20newsgroups.html
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diff --git a/users/clustering/20newsgroups.html b/users/clustering/20newsgroups.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/canopy-commandline.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/fuzzy-k-means-commandline.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <!-- Algorithms (Samsara / MR) -->
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/spectral-clustering.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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+
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/streaming-k-means.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/clustering/viewing-result.html
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diff --git a/users/clustering/viewing-result.html b/users/clustering/viewing-result.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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[g***@apache.org]

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/news/2017/12/20/new-website.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/news/2018/06/18/preping-014.html
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diff --git a/news/2018/06/18/preping-014.html b/news/2018/06/18/preping-014.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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<!-- Developers -->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/posts/new-website.html
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diff --git a/posts/new-website.html b/posts/new-website.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/algorithms/d-als.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/algorithms/d-qr.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/algorithms/d-spca.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- -->
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/class-discovery.html
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diff --git a/users/classification/class-discovery.html b/users/classification/class-discovery.html
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--- a/users/classification/class-discovery.html
+++ b/users/classification/class-discovery.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/classifyingyourdata.html
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diff --git a/users/classification/classifyingyourdata.html b/users/classification/classifyingyourdata.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

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<!-- Developers -->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/users/classification/hidden-markov-models.html
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diff --git a/users/classification/hidden-markov-models.html b/users/classification/hidden-markov-models.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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Branch: refs/heads/asf-site
Commit: 11e52fd98d4e8083ab35e8ff342230a23f80b41b
Parents: 34e2ff0
Author: jenkins <***@apache.org>
Authored: Wed Jun 27 00:13:26 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Wed Jun 27 00:13:26 2018 +0000

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developers/buildingmahout.html | 22 +-------------------
developers/developer-resources.html | 22 +-------------------
developers/github.html | 22 +-------------------
developers/githubPRs.html | 22 +-------------------
developers/gsoc.html | 22 +-------------------
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114 files changed, 114 insertions(+), 2374 deletions(-)
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/developers/buildingmahout.html
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diff --git a/developers/buildingmahout.html b/developers/buildingmahout.html
index 718cd39..4a39297 100644
--- a/developers/buildingmahout.html
+++ b/developers/buildingmahout.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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diff --git a/developers/developer-resources.html b/developers/developer-resources.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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diff --git a/developers/github.html b/developers/github.html
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<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
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- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
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- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
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<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/developers/gsoc.html
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diff --git a/developers/gsoc.html b/developers/gsoc.html
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--- a/developers/gsoc.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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diff --git a/developers/how-to-become-a-committer.html b/developers/how-to-become-a-committer.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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diff --git a/developers/how-to-contribute.html b/developers/how-to-contribute.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/developers/how-to-release.html
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diff --git a/developers/how-to-release.html b/developers/how-to-release.html
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--- a/developers/how-to-release.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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diff --git a/developers/how-to-update-the-website.html b/developers/how-to-update-the-website.html
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--- a/developers/how-to-update-the-website.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/developers/issue-tracker.html
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diff --git a/developers/issue-tracker.html b/developers/issue-tracker.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
<!-- Developers -->
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/feed.xml
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diff --git a/feed.xml b/feed.xml
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-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-27T00:05:51+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.5.0">Jekyll</generator><link href="http://mahout.apache.org//feed.xml" rel="self" type="application/atom+xml" /><link href="http://mahout.apache.org//" rel="alternate" type="text/html" /><updated>2018-06-27T00:09:19+00:00</updated><id>http://mahout.apache.org//</id><title type="html">Apache Mahout</title><subtitle>Distributed Linear Algebra</subtitle><author><name>The Apache Software Foundation</name><email>***@mahout.apache.org</email></author><entry><title type="html">Preparing for version 0.14.0</title><link href="http://mahout.apache.org//news/2018/06/18/preping-014.html" rel="alternate" type="text/html" title="Preparing for version 0.14.0" /><published>2018-06-18T22:16:01+00:00</published><updated>2018-06-18T22:16:01+00:00</updated><id>http://mahout.apache.org//news/2018/06/18/preping-014</id><content type="html" xml:base="http://mahout.apache.org//
news/2018/06/18/preping-014.html">&lt;p&gt;Hey all! We’re preparing for Mahout version 0.14.0.&lt;/p&gt;

&lt;p&gt;This release might not seem super exciting from a user perspective (except
we’re bumping Apache Spark to version 2.x and Scala to version 2.11) but

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/books-tutorials-and-talks.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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+
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
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- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/mahout-wiki.html
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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
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<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
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+
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<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

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<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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- -->
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- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
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- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/professional-support.html
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diff --git a/general/professional-support.html b/general/professional-support.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/reference-reading.html
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diff --git a/general/reference-reading.html b/general/reference-reading.html
index 21d0ac7..2bbcb32 100644
--- a/general/reference-reading.html
+++ b/general/reference-reading.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/release-notes.html
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diff --git a/general/release-notes.html b/general/release-notes.html
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--- a/general/release-notes.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/general/who-we-are.html
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diff --git a/general/who-we-are.html b/general/who-we-are.html
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@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/11e52fd9/index.html
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diff --git a/index.html b/index.html
index a658887..a4835d5 100644
--- a/index.html
+++ b/index.html
@@ -82,30 +82,10 @@
<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
<li role="separator" class="divider"></li>
<li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-
- -->
- </li>
- <!-- Algorithms (Samsara / MR) -->
- <li class="nav-item dropdown">
- <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a>
- <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink">
- <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a>
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a>
- <div class="dropdown-divider"></div>
- <h6 class="dropdown-header">Deprecated</h6>
- <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a>
- </div>
- <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post-->
- <!--
- <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li>
- <li role="separator" class="divider"></li>
- <li><span>&nbsp;&nbsp;<a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
-->
</li>

+
<!-- Developers -->
<li class="nav-item dropdown">
<a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a>