[1/3] mahout git commit: Automatic Site Publish by Buildbot

Discussion:

g***@apache.org

2018-06-18 15:40:36 UTC

Repository: mahout
Updated Branches:
refs/heads/asf-site bdaf56d26 -> 9b7db9c6d

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/professional-support.html
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diff --git a/general/professional-support.html b/general/professional-support.html
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@@ -241,7 +241,7 @@ committers.</p>

<footer class="footer bg-light">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/reference-reading.html
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@@ -219,7 +219,7 @@ Carroll.</li>

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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/release-notes.html
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@@ -380,7 +380,7 @@ Changes in 0.10.0 are detailed <a href="https://github.com/apache/mahout/blob/ma

<footer class="footer bg-light">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/who-we-are.html
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@@ -375,7 +375,7 @@

<footer class="footer bg-light">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/index.html
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@@ -251,7 +251,7 @@

<footer class="footer bg-light">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/news/2017/12/20/new-website.html
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diff --git a/news/2017/12/20/new-website.html b/news/2017/12/20/new-website.html
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@@ -173,7 +173,7 @@ please let us know via either:</p>

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/posts/new-website.html
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@@ -194,7 +194,7 @@ please let us know via ***@mahout.apache.org or <a href="/developers/githubPRs">

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/d-als.html
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diff --git a/users/algorithms/d-als.html b/users/algorithms/d-als.html
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@@ -191,7 +191,7 @@ val(drmQ, inCoreR) = dqrThin(drma)

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/d-qr.html
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diff --git a/users/algorithms/d-qr.html b/users/algorithms/d-qr.html
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@@ -191,7 +191,7 @@ val(drmQ, inCoreR) = dqrThin(drma)

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/d-spca.html
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@@ -320,7 +320,7 @@ val (drmU, drmV, s) = dspca(drmA, k=200, q=1)

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/d-ssvd.html
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@@ -281,7 +281,7 @@ val(drmU, drmV, s) = dssvd(drma, k = 40, q = 1)

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/intro-cooccurrence-spark.html
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@@ -621,7 +621,7 @@ on the popularity field. If we use the ecom example but use the query to get “

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/recommender-overview.html
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@@ -171,7 +171,7 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<footer class="footer bg-light">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/algorithms/spark-naive-bayes.html
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@@ -302,7 +302,7 @@ Classification and testing on a holdout set can then be performed via <code clas

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/algorithms.html
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@@ -499,7 +499,7 @@

<footer class="footer bg-light">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/collections.html
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@@ -249,7 +249,7 @@ And other crowd-sourced mapping data sites.</li>

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/collocations.html
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@@ -520,7 +520,7 @@ subject to filtering with minSupport and minLLR.</p>

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/creating-vectors-from-text.html
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@@ -438,7 +438,7 @@ long numDocs = vectorWriter.write(new VectorIterable(), Long.MAX_VALUE);

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/creating-vectors.html
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@@ -158,7 +158,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/gaussian-discriminative-analysis.html
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@@ -157,7 +157,7 @@ the paper is backwards, in that page 1 is at the end)</p>

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/independent-component-analysis.html
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@@ -154,7 +154,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/mahout-collections.html
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@@ -192,7 +192,7 @@ have any additional storage usage for unused keys.</p>

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/mahoutintegration.html
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@@ -145,7 +145,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/matrix-and-vector-needs.html
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@@ -223,7 +223,7 @@ See <a href="http://wiki.apache.org/hadoop/Hama">Hama</a></p>

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/principal-components-analysis.html
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@@ -168,7 +168,7 @@ this limitation.</li>

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/quickstart.html
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@@ -196,7 +196,7 @@ If you would like to import the latest release of mahout into a java project, ad

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/svd---singular-value-decomposition.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/system-requirements.html
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@@ -158,7 +158,7 @@ Hadoop 0.20.0 or greater.</p>

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/bankmarketing-example.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/bayesian-commandline.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/bayesian.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/breiman-example.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/class-discovery.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/classification/classifyingyourdata.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/dim-reduction/ssvd.html
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diff --git a/users/dim-reduction/ssvd.html b/users/dim-reduction/ssvd.html
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--- a/users/dim-reduction/ssvd.html
+++ b/users/dim-reduction/ssvd.html
@@ -268,7 +268,7 @@ Another way is <code class="highlighter-rouge">\(\mathbf{V}=\mathbf{A}^{\top}\ma

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 9ad259e..51f173d 100644
--- a/users/environment/classify-a-doc-from-the-shell.html
+++ b/users/environment/classify-a-doc-from-the-shell.html
@@ -431,7 +431,7 @@ classifyText("Hello world from London")

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/environment/h2o-internals.html
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diff --git a/users/environment/h2o-internals.html b/users/environment/h2o-internals.html
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--- a/users/environment/h2o-internals.html
+++ b/users/environment/h2o-internals.html
@@ -185,7 +185,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/environment/how-to-build-an-app.html
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diff --git a/users/environment/how-to-build-an-app.html b/users/environment/how-to-build-an-app.html
index 69c9637..5dbd941 100644
--- a/users/environment/how-to-build-an-app.html
+++ b/users/environment/how-to-build-an-app.html
@@ -423,7 +423,7 @@ category indicator matrix:

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/environment/in-core-reference.html
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diff --git a/users/environment/in-core-reference.html b/users/environment/in-core-reference.html
index 05bf1ce..7ac6566 100644
--- a/users/environment/in-core-reference.html
+++ b/users/environment/in-core-reference.html
@@ -546,7 +546,7 @@ Similarly **row.all** produces an iterator over all elements in a row (Vector).

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/environment/out-of-core-reference.html
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diff --git a/users/environment/out-of-core-reference.html b/users/environment/out-of-core-reference.html
index 5c616b2..24c67c3 100644
--- a/users/environment/out-of-core-reference.html
+++ b/users/environment/out-of-core-reference.html
@@ -519,7 +519,7 @@ val myKeys = drmA.keys

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/environment/spark-internals.html
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diff --git a/users/environment/spark-internals.html b/users/environment/spark-internals.html
index adb19ee..a421485 100644
--- a/users/environment/spark-internals.html
+++ b/users/environment/spark-internals.html
@@ -159,7 +159,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/flinkbindings/flink-internals.html
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diff --git a/users/flinkbindings/flink-internals.html b/users/flinkbindings/flink-internals.html
index 02bc17c..aed37b3 100644
--- a/users/flinkbindings/flink-internals.html
+++ b/users/flinkbindings/flink-internals.html
@@ -186,7 +186,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/flinkbindings/playing-with-samsara-flink.html
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diff --git a/users/flinkbindings/playing-with-samsara-flink.html b/users/flinkbindings/playing-with-samsara-flink.html
index 40fa4c8..bd9e70b 100644
--- a/users/flinkbindings/playing-with-samsara-flink.html
+++ b/users/flinkbindings/playing-with-samsara-flink.html
@@ -261,7 +261,7 @@ object ReadCsvExample {

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 2a0a02d..0b907ed 100644
--- a/users/misc/mr---map-reduce.html
+++ b/users/misc/mr---map-reduce.html
@@ -157,7 +157,7 @@ database (structured).</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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
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--- a/users/misc/parallel-frequent-pattern-mining.html
+++ b/users/misc/parallel-frequent-pattern-mining.html
@@ -325,7 +325,7 @@ parameters?

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 dbf2e1d..0aa04ea 100644
--- a/users/misc/perceptron-and-winnow.html
+++ b/users/misc/perceptron-and-winnow.html
@@ -179,7 +179,7 @@ parallelisation will be added.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/misc/testing.html
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diff --git a/users/misc/testing.html b/users/misc/testing.html
index 5ba2167..056026a 100644
--- a/users/misc/testing.html
+++ b/users/misc/testing.html
@@ -188,7 +188,7 @@ of a great many utilities and algorithms. A much smaller percent include

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/misc/using-mahout-with-python-via-jpype.html
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diff --git a/users/misc/using-mahout-with-python-via-jpype.html b/users/misc/using-mahout-with-python-via-jpype.html
index 7781558..55878b4 100644
--- a/users/misc/using-mahout-with-python-via-jpype.html
+++ b/users/misc/using-mahout-with-python-via-jpype.html
@@ -357,7 +357,7 @@ found by mahout,</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/intro-als-hadoop.html
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diff --git a/users/recommender/intro-als-hadoop.html b/users/recommender/intro-als-hadoop.html
index ad8f51c..20b0629 100644
--- a/users/recommender/intro-als-hadoop.html
+++ b/users/recommender/intro-als-hadoop.html
@@ -241,7 +241,7 @@ Remember to translate the Mahout ids back into your application specific ids.</p

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/intro-cooccurrence-spark.html
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diff --git a/users/recommender/intro-cooccurrence-spark.html b/users/recommender/intro-cooccurrence-spark.html
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--- a/users/recommender/intro-cooccurrence-spark.html
+++ b/users/recommender/intro-cooccurrence-spark.html
@@ -612,7 +612,7 @@ on the popularity field. If we use the ecom example but use the query to get “

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/intro-itembased-hadoop.html
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diff --git a/users/recommender/intro-itembased-hadoop.html b/users/recommender/intro-itembased-hadoop.html
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--- a/users/recommender/intro-itembased-hadoop.html
+++ b/users/recommender/intro-itembased-hadoop.html
@@ -198,7 +198,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/matrix-factorization.html
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diff --git a/users/recommender/matrix-factorization.html b/users/recommender/matrix-factorization.html
index 222efc9..e9cd456 100644
--- a/users/recommender/matrix-factorization.html
+++ b/users/recommender/matrix-factorization.html
@@ -358,7 +358,7 @@ Mahout also offers a <a href="https://mahout.apache.org/users/recommender/intro-

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/quickstart.html
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diff --git a/users/recommender/quickstart.html b/users/recommender/quickstart.html
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--- a/users/recommender/quickstart.html
+++ b/users/recommender/quickstart.html
@@ -171,7 +171,7 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/recommender-documentation.html
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diff --git a/users/recommender/recommender-documentation.html b/users/recommender/recommender-documentation.html
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--- a/users/recommender/recommender-documentation.html
+++ b/users/recommender/recommender-documentation.html
@@ -419,7 +419,7 @@ Research and Development in Information Retrieval (SIGIR 99), pp. 230-237,

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/recommender/recommender-first-timer-faq.html
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diff --git a/users/recommender/recommender-first-timer-faq.html b/users/recommender/recommender-first-timer-faq.html
index be66010..8707918 100644
--- a/users/recommender/recommender-first-timer-faq.html
+++ b/users/recommender/recommender-first-timer-faq.html
@@ -191,7 +191,7 @@ only periodically – perhaps on the order of minutes.</p>

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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
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--- a/users/recommender/userbased-5-minutes.html
+++ b/users/recommender/userbased-5-minutes.html
@@ -269,7 +269,7 @@ Note: if you run this test multiple times, you will get different results, becau

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/sparkbindings/faq.html
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diff --git a/users/sparkbindings/faq.html b/users/sparkbindings/faq.html
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--- a/users/sparkbindings/faq.html
+++ b/users/sparkbindings/faq.html
@@ -190,7 +190,7 @@ or mis-identified classes.</li>

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/users/sparkbindings/home.html
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--- a/users/sparkbindings/home.html
+++ b/users/sparkbindings/home.html
@@ -236,7 +236,7 @@ Spark, Flink and H20.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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--- a/users/sparkbindings/play-with-shell.html
+++ b/users/sparkbindings/play-with-shell.html
@@ -415,7 +415,7 @@ goodness

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

g***@apache.org

2018-06-18 15:40:37 UTC

Permalink

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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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--- a/docs/latest/algorithms/regression/fittness-tests.html
+++ b/docs/latest/algorithms/regression/fittness-tests.html
@@ -185,7 +185,7 @@ Stub</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/regression/index.html
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diff --git a/docs/latest/algorithms/regression/index.html b/docs/latest/algorithms/regression/index.html
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--- a/docs/latest/algorithms/regression/index.html
+++ b/docs/latest/algorithms/regression/index.html
@@ -191,7 +191,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/regression/ols.html
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diff --git a/docs/latest/algorithms/regression/ols.html b/docs/latest/algorithms/regression/ols.html
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--- a/docs/latest/algorithms/regression/ols.html
+++ b/docs/latest/algorithms/regression/ols.html
@@ -191,12 +191,12 @@ This is in stark contrast to many “big data machine learning” frameworks whi
</tr>
<tr>
<td><code>'calcStandardErrors</code></td>
- <td>Calculate the standard errors (and subsequent "t-scores" and "p-values") of the $$\boldsymbol{\beta}$$ estimates</td>
+ <td>Calculate the standard errors (and subsequent "t-scores" and "p-values") of the $\boldsymbol{\beta}$ estimates</td>
<td><code>true</code></td>
</tr>
<tr>
<td><code>'addIntercept</code></td>
- <td>Add an intercept to $$\mathbf{X}$$</td>
+ <td>Add an intercept to $\mathbf{X}$</td>
<td><code>true</code></td>
</tr>
</table>
@@ -237,7 +237,7 @@ This is in stark contrast to many “big data machine learning” frameworks whi

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html
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--- a/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html
+++ b/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html
@@ -217,7 +217,7 @@ coch = cochrane.orcutt(my_lm)
<p>Steps:</p>
<ol>
<li>Normal Regression</li>
- <li>Estimate <foo>$$\rho$$</foo></li>
+ <li>Estimate <foo>$\rho$</foo></li>
<li>Get Estimates of Transformed Equation</li>
<li>Step 5: Use Betas from (4) to recalculate model from (1)</li>
<li>Step 6: repeat Step 2 through 5 until a stopping criteria is met. Some models call for convergence-
@@ -229,13 +229,13 @@ Kunter et. al reccomend 3 iterations, if you don’t achieve desired results, us

<ol>
<li>“Cochrane-Orcutt does not always work properly. A major reason is that when the error terms
- are positively autocorrelated, the estimate <foo>$$r$$</foo> in (12.22) tends to underestimate the autocorrelation
- parameter <foo>$$\rho$$</foo>. When this bias is serious, it can significantly reduce the effectiveness of the
+ are positively autocorrelated, the estimate <foo>$r$</foo> in (12.22) tends to underestimate the autocorrelation
+ parameter <foo>$\rho$</foo>. When this bias is serious, it can significantly reduce the effectiveness of the
Cochrane-Orcutt approach.</li>
- <li>“There exists an approximate relation between the <a href="dw-test.html">Durbin Watson test statistic</a> <foo>$$\mathbf{D}$$</foo> in (12.14)
- and the estimated autocorrelation paramater <foo>$$r$$</foo> in (12.22):</li>
+ <li>“There exists an approximate relation between the <a href="dw-test.html">Durbin Watson test statistic</a> <foo>$\mathbf{D}$</foo> in (12.14)
+ and the estimated autocorrelation paramater <foo>$r$</foo> in (12.22):</li>
</ol>
-<center>$$D ~= 2(1-\rho)$$</center>
+<center>$D ~= 2(1-\rho)$</center>

<p>They also note on p492:
“… If the process does not terminate after one or two iterations, a different procedure
@@ -319,7 +319,7 @@ println(coModel.summary)

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/regression/serial-correlation/dw-test.html
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+++ b/docs/latest/algorithms/regression/serial-correlation/dw-test.html
@@ -168,19 +168,19 @@
<h3 id="about">About</h3>

<p>The <a href="https://en.wikipedia.org/wiki/Durbin%E2%80%93Watson_statistic">Durbin Watson Test</a> is a test for serial correlation
-in error terms. The Durbin Watson test statistic <foo>$$d$$</foo> can take values between 0 and 4, and in general</p>
+in error terms. The Durbin Watson test statistic <foo>$d$</foo> can take values between 0 and 4, and in general</p>

<ul>
<li>
- <foo>$$d \lt 1.5 $$</foo>
+ <foo>$d \lt 1.5 $</foo>
<p>implies positive autocorrelation</p>
</li>
<li>
- <foo>$$d \gt 2.5 $$</foo>
+ <foo>$d \gt 2.5 $</foo>
<p>implies negative autocorrelation</p>
</li>
<li>
- <foo>$$1.5 \lt d \lt 2.5 $$</foo>
+ <foo>$1.5 \lt d \lt 2.5 $</foo>
<p>implies to autocorrelation.</p>
</li>
</ul>
@@ -226,7 +226,7 @@ val myAnswer: Double = model.testResults.getOrElse('durbinWatsonTestStatistic, -

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/template.html
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diff --git a/docs/latest/algorithms/template.html b/docs/latest/algorithms/template.html
index d032117..87ab204 100644
--- a/docs/latest/algorithms/template.html
+++ b/docs/latest/algorithms/template.html
@@ -185,7 +185,7 @@ Stub</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/distributed/flink-bindings.html
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diff --git a/docs/latest/distributed/flink-bindings.html b/docs/latest/distributed/flink-bindings.html
index 1ccf50e..c3a7a50 100644
--- a/docs/latest/distributed/flink-bindings.html
+++ b/docs/latest/distributed/flink-bindings.html
@@ -218,7 +218,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/distributed/h2o-internals.html
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diff --git a/docs/latest/distributed/h2o-internals.html b/docs/latest/distributed/h2o-internals.html
index 4d49e32..94aea70 100644
--- a/docs/latest/distributed/h2o-internals.html
+++ b/docs/latest/distributed/h2o-internals.html
@@ -217,7 +217,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/distributed/spark-bindings/faq.html
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diff --git a/docs/latest/distributed/spark-bindings/faq.html b/docs/latest/distributed/spark-bindings/faq.html
index ff30bce..3632e14 100644
--- a/docs/latest/distributed/spark-bindings/faq.html
+++ b/docs/latest/distributed/spark-bindings/faq.html
@@ -222,7 +222,7 @@ or mis-identified classes.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/distributed/spark-bindings/index.html
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diff --git a/docs/latest/distributed/spark-bindings/index.html b/docs/latest/distributed/spark-bindings/index.html
index 2dae645..5a86a34 100644
--- a/docs/latest/distributed/spark-bindings/index.html
+++ b/docs/latest/distributed/spark-bindings/index.html
@@ -273,7 +273,7 @@ Spark, Flink and H20.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/index.html
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diff --git a/docs/latest/index.html b/docs/latest/index.html
index d78820f..0514d2f 100644
--- a/docs/latest/index.html
+++ b/docs/latest/index.html
@@ -195,7 +195,7 @@ application, and then invoke Mahout’s mathematically expressive Scala DSL when

<h2 id="samsara-scala-dsl-syntactic-sugar">Samsara Scala-DSL (Syntactic Sugar)</h2>

-<p>So when you get to a point in your code where you’re ready to math it up (in this example Spark) you can elegently express
+<p>So when you get to a point in your code where you’re ready to math it up (in this example Spark) you can elegantly express
yourself mathematically.</p>

<div class="highlighter-rouge"><pre class="highlight"><code>implicit val sdc: org.apache.mahout.sparkbindings.SparkDistributedContext = sc2sdc(sc)
@@ -207,7 +207,7 @@ val C = A.t %*% A + A %*% B.t
</code></pre>
</div>

-<p>We’ve defined a <code class="highlighter-rouge">MahoutDistributedContext</code> (which is a wrapper on the Spark Context), and two Disitributed Row Matrices (DRMs)
+<p>We’ve defined a <code class="highlighter-rouge">MahoutDistributedContext</code> (which is a wrapper on the Spark Context), and two Distributed Row Matrices (DRMs)
which are wrappers around RDDs (in Spark).</p>

<h2 id="logical--physical-dag">Logical / Physical DAG</h2>
@@ -219,10 +219,10 @@ which are wrappers around RDDs (in Spark).</p>
</div>

<p>Which is</p>
-<center>$$\mathbf{A^\intercal A}$$</center>
+<center>$\mathbf{A^\intercal A}$</center>

-<p>Transposing a large matrix is a very expensive thing to do, and in this case we don’t actually need to do it. There is a
-more efficient way to calculate <foo>$$\mathbf{A^\intercal A}$$</foo> that doesn’t require a physical transpose.</p>
+<p>Transposing a large matrix is a very expensive thing to do, and in this case we don’t actually need to do it: there is a
+more efficient way to calculate <foo>$\mathbf{A^\intercal A}$</foo> that doesn’t require a physical transpose.</p>

<p>(Image showing this)</p>

@@ -233,11 +233,11 @@ more efficient way to calculate <foo>$$\mathbf{A^\intercal A}$$</foo> that doesn
</div>

<p>There’s a little more magic that happens at this level, but the punchline is <em>Mahout translates the pretty scala into a
-a series of operators, which at the next level are turned implemented at the engine</em>.</p>
+a series of operators, which are implemented at engine level</em>.</p>

<h2 id="engine-bindings-and-engine-level-ops">Engine Bindings and Engine Level Ops</h2>

-<p>When one creates new engine bindings, one is in essence defining</p>
+<p>When one creates new engine bindings, one is in essence defining:</p>

<ol>
<li>What the engine specific underlying structure for a DRM is (in Spark its an RDD). The underlying structure also has
@@ -246,28 +246,27 @@ rows of <code class="highlighter-rouge">MahoutVector</code>s, so in Spark <code
implementing things like <code class="highlighter-rouge">AtA</code> on an RDD. See <a href="https://github.com/apache/mahout/tree/master/spark/src/main/scala/org/apache/mahout/sparkbindings">the sparkbindings on github</a></li>
</ol>

-<p>Now your mathematically expresive Samsara Scala code has been translated into optimized engine specific functions.</p>
+<p>Now your mathematically expressive Samsara Scala code has been translated into optimized engine specific functions.</p>

<h2 id="native-solvers">Native Solvers</h2>

-<p>Recall how I said the rows of the DRMs are <code class="highlighter-rouge">org.apache.mahout.math.Vector</code>. Here is where this becomes important. I’m going
+<p>Recall how I said that rows of the DRMs are <code class="highlighter-rouge">org.apache.mahout.math.Vector</code>. Here is where this becomes important. I’m going
to explain this in the context of Spark, but the principals apply to all distributed backends.</p>

<p>If you are familiar with how mapping and reducing in Spark, then envision this RDD of <code class="highlighter-rouge">MahoutVector</code>s, each partition,
-and indexed collection of vectors is a <em>block</em> of the distributed matrix, however this <em>block</em> is totally incore, and therefor
-is treated like an in core matrix.</p>
+and indexed collection of vectors is a <em>block</em> of the distributed matrix, however this <em>block</em> is totally in-core, and therefor is treated like an in-core matrix.</p>

-<p>Now Mahout defines its own incore BLAS packs and refers to them as <em>Native Solvers</em>. The default native solver is just plain
+<p>Now Mahout defines its own in-core BLAS packs and refers to them as <em>Native Solvers</em>. The default native solver is just plain
old JVM, which is painfully slow, but works just about anywhere.</p>

-<p>When the data gets to the node and an operation on the matrix block is called. In the same way Mahout converts abstract
-operators on the DRM that are implemented on various distributed engines, it calls abstract operators on the incore matrix
+<p>When the data gets to the node, an operation on the matrix block is called. In the same way Mahout converts abstract
+operators on the DRM that are implemented on various distributed engines, it calls abstract operators on the in-core matrix
and vectors which are implemented on various native solvers.</p>

-<p>The default “native solver” is the JVM, which isn’t native at all- and if no actual native solvers are present operations
+<p>The default “native solver” is the JVM, which isn’t native at all, and if no actual native solvers are present operations
will fall back to this. However, IF a native solver is present (the jar was added to the notebook), then the magic will happen.</p>

-<p>Imagine still we have our Spark executor- it has this block of a matrix sitting in its core. Now let’s suppose the <code class="highlighter-rouge">ViennaCl-OMP</code>
+<p>Imagine still we have our Spark executor: it has this block of a matrix sitting in its core. Now let’s suppose the <code class="highlighter-rouge">ViennaCl-OMP</code>
native solver is in use. When Spark calls an operation on this incore matrix, the matrix dumps out of the JVM and the
calculation is carried out on <em>all available CPUs</em>.</p>

@@ -276,8 +275,8 @@ calculation is carried out on <em>all available CPUs</em>.</p>
<p>Once the operations are complete, the result is loaded back up into the JVM, and Spark (or whatever distributed engine) and
shipped back to the driver.</p>

-<p>The native solver operatoins are only defined on <code class="highlighter-rouge">org.apache.mahout.math.Vector</code> and <code class="highlighter-rouge">org.apache.mahout.math.Matrix</code>, which is
-why it is critical that the underlying structure composed row-wise of <code class="highlighter-rouge">Vector</code> or <code class="highlighter-rouge">Matrices</code>.</p>
+<p>The native solver operations are only defined on <code class="highlighter-rouge">org.apache.mahout.math.Vector</code> and <code class="highlighter-rouge">org.apache.mahout.math.Matrix</code>, which is
+why it is critical that the underlying structure is composed row-wise by <code class="highlighter-rouge">Vector</code> or <code class="highlighter-rouge">Matrices</code>.</p>

</div>
@@ -290,7 +289,7 @@ why it is critical that the underlying structure composed row-wise of <code clas

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/mahout-samsara/faq.html
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diff --git a/docs/latest/mahout-samsara/faq.html b/docs/latest/mahout-samsara/faq.html
index 1ddfae8..949b81d 100644
--- a/docs/latest/mahout-samsara/faq.html
+++ b/docs/latest/mahout-samsara/faq.html
@@ -222,7 +222,7 @@ or mis-identified classes.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

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diff --git a/docs/latest/mahout-samsara/in-core-reference.html b/docs/latest/mahout-samsara/in-core-reference.html
index 509ecef..b06de0d 100644
--- a/docs/latest/mahout-samsara/in-core-reference.html
+++ b/docs/latest/mahout-samsara/in-core-reference.html
@@ -414,7 +414,7 @@ a !== b
</code></pre>
</div>

-<p><em>note: Transposition is currently handled via view, i.e. updating a transposed matrix will be updating the original.</em> Also computing something like <code class="highlighter-rouge">$$\mathbf{X^\top}\mathbf{X}$$</code>:</p>
+<p><em>note: Transposition is currently handled via view, i.e. updating a transposed matrix will be updating the original.</em> Also computing something like <code class="highlighter-rouge">$\mathbf{X^\top}\mathbf{X}$</code>:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>val XtX = X.t %*% X
</code></pre>
@@ -470,19 +470,19 @@ a !== b

<p><strong>Solving linear equation systems and matrix inversion:</strong> fully similar to R semantics; there are three forms of invocation:</p>

-<p>Solve <code class="highlighter-rouge">$$\mathbf{AX}=\mathbf{B}$$</code>:</p>
+<p>Solve <code class="highlighter-rouge">$\mathbf{AX}=\mathbf{B}$</code>:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>solve(A, B)
</code></pre>
</div>

-<p>Solve <code class="highlighter-rouge">$$\mathbf{Ax}=\mathbf{b}$$</code>:</p>
+<p>Solve <code class="highlighter-rouge">$\mathbf{Ax}=\mathbf{b}$</code>:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>solve(A, b)
</code></pre>
</div>

-<p>Compute <code class="highlighter-rouge">$$\mathbf{A^{-1}}$$</code>:</p>
+<p>Compute <code class="highlighter-rouge">$\mathbf{A^{-1}}$</code>:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>solve(A)
</code></pre>
@@ -520,19 +520,19 @@ m.rowMeans

<h4 id="random-matrices">Random Matrices</h4>

-<p><code class="highlighter-rouge">$$\mathcal{U}$$</code>(0,1) random matrix view:</p>
+<p><code class="highlighter-rouge">$\mathcal{U}$</code>(0,1) random matrix view:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>val incCoreA = Matrices.uniformView(m, n, seed)
</code></pre>
</div>

-<p><code class="highlighter-rouge">$$\mathcal{U}$$</code>(-1,1) random matrix view:</p>
+<p><code class="highlighter-rouge">$\mathcal{U}$</code>(-1,1) random matrix view:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>val incCoreA = Matrices.symmetricUniformView(m, n, seed)
</code></pre>
</div>

-<p><code class="highlighter-rouge">$$\mathcal{N}$$</code>(-1,1) random matrix view:</p>
+<p><code class="highlighter-rouge">$\mathcal{N}$</code>(-1,1) random matrix view:</p>

<div class="highlighter-rouge"><pre class="highlight"><code>val incCoreA = Matrices.gaussianView(m, n, seed)
</code></pre>
@@ -578,7 +578,7 @@ Similarly **row.all** produces an iterator over all elements in a row (Vector).

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/mahout-samsara/out-of-core-reference.html
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diff --git a/docs/latest/mahout-samsara/out-of-core-reference.html b/docs/latest/mahout-samsara/out-of-core-reference.html
index 1b33383..d77131a 100644
--- a/docs/latest/mahout-samsara/out-of-core-reference.html
+++ b/docs/latest/mahout-samsara/out-of-core-reference.html
@@ -324,7 +324,7 @@ inCoreA /: B

<p><strong>Matrix-matrix multiplication %*%</strong>:</p>

-<p><code class="highlighter-rouge">$$\mathbf{M}=\mathbf{AB}$$</code></p>
+<p><code class="highlighter-rouge">$\mathbf{M}=\mathbf{AB}$</code></p>

<div class="highlighter-rouge"><pre class="highlight"><code>A %*% B
A %*% inCoreB
@@ -336,7 +336,7 @@ A %*%: B
<p><em>Note: same as above, whenever operator arguments include both in-core and out-of-core arguments, the operator can only be associated with the out-of-core (DRM) argument to support the distributed implementation.</em></p>

<p><strong>Matrix-vector multiplication %*%</strong>
-Currently we support a right multiply product of a DRM and an in-core Vector(<code class="highlighter-rouge">$$\mathbf{Ax}$$</code>) resulting in a single column DRM, which then can be collected in front (usually the desired outcome):</p>
+Currently we support a right multiply product of a DRM and an in-core Vector(<code class="highlighter-rouge">$\mathbf{Ax}$</code>) resulting in a single column DRM, which then can be collected in front (usually the desired outcome):</p>

<div class="highlighter-rouge"><pre class="highlight"><code>val Ax = A %*% x
val inCoreX = Ax.collect(::, 0)
@@ -356,7 +356,7 @@ A / 5.0
</code></pre>
</div>

-<p>Note that <code class="highlighter-rouge">5.0 -: A</code> means <code class="highlighter-rouge">$$m_{ij} = 5 - a_{ij}$$</code> and <code class="highlighter-rouge">5.0 /: A</code> means <code class="highlighter-rouge">$$m_{ij} = \frac{5}{a{ij}}$$</code> for all elements of the result.</p>
+<p>Note that <code class="highlighter-rouge">5.0 -: A</code> means <code class="highlighter-rouge">$m_{ij} = 5 - a_{ij}$</code> and <code class="highlighter-rouge">5.0 /: A</code> means <code class="highlighter-rouge">$m_{ij} = \frac{5}{a{ij}}$</code> for all elements of the result.</p>

<h4 id="slicing">Slicing</h4>

@@ -551,7 +551,7 @@ val myKeys = drmA.keys

<footer class="footer bg-light">
<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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--- a/docs/latest/native-solvers/cuda.html
+++ b/docs/latest/native-solvers/cuda.html
@@ -177,7 +177,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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--- a/docs/latest/native-solvers/viennacl-omp.html
+++ b/docs/latest/native-solvers/viennacl-omp.html
@@ -177,7 +177,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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--- a/docs/latest/native-solvers/viennacl.html
+++ b/docs/latest/native-solvers/viennacl.html
@@ -177,7 +177,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

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index 167ddce..3720462 100644
--- a/docs/latest/quickstart.html
+++ b/docs/latest/quickstart.html
@@ -231,7 +231,7 @@ If you would like to import the latest release of mahout into a java project, ad

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

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index 555b300..330ee11 100644
--- a/docs/latest/tutorials/cco-lastfm/index.html
+++ b/docs/latest/tutorials/cco-lastfm/index.html
@@ -329,7 +329,7 @@ Finally let’s sort that vector out and get some user ids and strengths.</p>

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<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

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+++ b/docs/latest/tutorials/eigenfaces/index.html
@@ -302,7 +302,7 @@ tar -xzf lfw-deepfunneled.tgz

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<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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--- a/docs/latest/tutorials/intro-cooccurrence-spark/index.html
+++ b/docs/latest/tutorials/intro-cooccurrence-spark/index.html
@@ -653,7 +653,7 @@ on the popularity field. If we use the ecom example but use the query to get “

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html
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+++ b/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.html
@@ -301,7 +301,7 @@ Note: if you run this test multiple times, you will get different results, becau

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/misc/contributing-algos/index.html
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diff --git a/docs/latest/tutorials/misc/contributing-algos/index.html b/docs/latest/tutorials/misc/contributing-algos/index.html
index 7c3e0b5..14e35bb 100644
--- a/docs/latest/tutorials/misc/contributing-algos/index.html
+++ b/docs/latest/tutorials/misc/contributing-algos/index.html
@@ -635,7 +635,7 @@ assigned, then a descriptive title.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/misc/how-to-build-an-app.html
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diff --git a/docs/latest/tutorials/misc/how-to-build-an-app.html b/docs/latest/tutorials/misc/how-to-build-an-app.html
index 7fa21c9..2ed50b1 100644
--- a/docs/latest/tutorials/misc/how-to-build-an-app.html
+++ b/docs/latest/tutorials/misc/how-to-build-an-app.html
@@ -455,7 +455,7 @@ category indicator matrix:

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 66eaffb..56fe375 100644
--- a/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
+++ b/docs/latest/tutorials/misc/mahout-in-zeppelin/index.html
@@ -453,7 +453,7 @@ scatterplot3d(data, color="green")

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
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diff --git a/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html b/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
index b4a2151..01ddb03 100644
--- a/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
+++ b/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.html
@@ -463,7 +463,7 @@ classifyText("Hello world from London")

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/samsara/play-with-shell.html
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diff --git a/docs/latest/tutorials/samsara/play-with-shell.html b/docs/latest/tutorials/samsara/play-with-shell.html
index fbe89ff..8a855b0 100644
--- a/docs/latest/tutorials/samsara/play-with-shell.html
+++ b/docs/latest/tutorials/samsara/play-with-shell.html
@@ -314,15 +314,15 @@ val drmData = drmParallelize(dense(
<p>Have a look at this matrix. The first four columns represent the ingredients
(our features) and the last column (the rating) is the target variable for
our regression. <a href="https://en.wikipedia.org/wiki/Linear_regression">Linear regression</a>
-assumes that the <strong>target variable</strong> <code class="highlighter-rouge">$$\mathbf{y}$$</code> is generated by the
-linear combination of <strong>the feature matrix</strong> <code class="highlighter-rouge">$$\mathbf{X}$$</code> with the
-<strong>parameter vector</strong> <code class="highlighter-rouge">$$\boldsymbol{\beta}$$</code> plus the
- <strong>noise</strong> <code class="highlighter-rouge">$$\boldsymbol{\varepsilon}$$</code>, summarized in the formula
-<code class="highlighter-rouge">$$\mathbf{y}=\mathbf{X}\boldsymbol{\beta}+\boldsymbol{\varepsilon}$$</code>.
+assumes that the <strong>target variable</strong> <code class="highlighter-rouge">$\mathbf{y}$</code> is generated by the
+linear combination of <strong>the feature matrix</strong> <code class="highlighter-rouge">$\mathbf{X}$</code> with the
+<strong>parameter vector</strong> <code class="highlighter-rouge">$\boldsymbol{\beta}$</code> plus the
+ <strong>noise</strong> <code class="highlighter-rouge">$\boldsymbol{\varepsilon}$</code>, summarized in the formula
+<code class="highlighter-rouge">$\mathbf{y}=\mathbf{X}\boldsymbol{\beta}+\boldsymbol{\varepsilon}$</code>.
Our goal is to find an estimate of the parameter vector
-<code class="highlighter-rouge">$$\boldsymbol{\beta}$$</code> that explains the data very well.</p>
+<code class="highlighter-rouge">$\boldsymbol{\beta}$</code> that explains the data very well.</p>

-<p>As a first step, we extract <code class="highlighter-rouge">$$\mathbf{X}$$</code> and <code class="highlighter-rouge">$$\mathbf{y}$$</code> from our data matrix. We get <em>X</em> by slicing: we take all rows (denoted by <code class="highlighter-rouge">::</code>) and the first four columns, which have the ingredients in milligrams as content. Note that the result is again a DRM. The shell will not execute this code yet, it saves the history of operations and defers the execution until we really access a result. <strong>Mahout’s DSL automatically optimizes and parallelizes all operations on DRMs and runs them on Apache Spark.</strong></p>
+<p>As a first step, we extract <code class="highlighter-rouge">$\mathbf{X}$</code> and <code class="highlighter-rouge">$\mathbf{y}$</code> from our data matrix. We get <em>X</em> by slicing: we take all rows (denoted by <code class="highlighter-rouge">::</code>) and the first four columns, which have the ingredients in milligrams as content. Note that the result is again a DRM. The shell will not execute this code yet, it saves the history of operations and defers the execution until we really access a result. <strong>Mahout’s DSL automatically optimizes and parallelizes all operations on DRMs and runs them on Apache Spark.</strong></p>

<div class="codehilite"><pre>
val drmX = drmData(::, 0 until 4)
@@ -334,27 +334,27 @@ val drmX = drmData(::, 0 until 4)
val y = drmData.collect(::, 4)
</pre></div>

-<p>Now we are ready to think about a mathematical way to estimate the parameter vector <em>β</em>. A simple textbook approach is <a href="https://en.wikipedia.org/wiki/Ordinary_least_squares">ordinary least squares (OLS)</a>, which minimizes the sum of residual squares between the true target variable and the prediction of the target variable. In OLS, there is even a closed form expression for estimating <code class="highlighter-rouge">$$\boldsymbol{\beta}$$</code> as
-<code class="highlighter-rouge">$$\left(\mathbf{X}^{\top}\mathbf{X}\right)^{-1}\mathbf{X}^{\top}\mathbf{y}$$</code>.</p>
+<p>Now we are ready to think about a mathematical way to estimate the parameter vector <em>β</em>. A simple textbook approach is <a href="https://en.wikipedia.org/wiki/Ordinary_least_squares">ordinary least squares (OLS)</a>, which minimizes the sum of residual squares between the true target variable and the prediction of the target variable. In OLS, there is even a closed form expression for estimating <code class="highlighter-rouge">$\boldsymbol{\beta}$</code> as
+<code class="highlighter-rouge">$\left(\mathbf{X}^{\top}\mathbf{X}\right)^{-1}\mathbf{X}^{\top}\mathbf{y}$</code>.</p>

-<p>The first thing which we compute for this is <code class="highlighter-rouge">$$\mathbf{X}^{\top}\mathbf{X}$$</code>. The code for doing this in Mahout’s scala DSL maps directly to the mathematical formula. The operation <code class="highlighter-rouge">.t()</code> transposes a matrix and analogous to R <code class="highlighter-rouge">%*%</code> denotes matrix multiplication.</p>
+<p>The first thing which we compute for this is <code class="highlighter-rouge">$\mathbf{X}^{\top}\mathbf{X}$</code>. The code for doing this in Mahout’s scala DSL maps directly to the mathematical formula. The operation <code class="highlighter-rouge">.t()</code> transposes a matrix and analogous to R <code class="highlighter-rouge">%*%</code> denotes matrix multiplication.</p>

<div class="codehilite"><pre>
val drmXtX = drmX.t %*% drmX
</pre></div>

-<p>The same is true for computing <code class="highlighter-rouge">$$\mathbf{X}^{\top}\mathbf{y}$$</code>. We can simply type the math in scala expressions into the shell. Here, <em>X</em> lives in the cluster, while is <em>y</em> in the memory of the driver, and the result is a DRM again.</p>
+<p>The same is true for computing <code class="highlighter-rouge">$\mathbf{X}^{\top}\mathbf{y}$</code>. We can simply type the math in scala expressions into the shell. Here, <em>X</em> lives in the cluster, while is <em>y</em> in the memory of the driver, and the result is a DRM again.</p>
<div class="codehilite"><pre>
val drmXty = drmX.t %*% y
</pre></div>

-<p>We’re nearly done. The next step we take is to fetch <code class="highlighter-rouge">$$\mathbf{X}^{\top}\mathbf{X}$$</code> and
-<code class="highlighter-rouge">$$\mathbf{X}^{\top}\mathbf{y}$$</code> into the memory of our driver machine (we are targeting
+<p>We’re nearly done. The next step we take is to fetch <code class="highlighter-rouge">$\mathbf{X}^{\top}\mathbf{X}$</code> and
+<code class="highlighter-rouge">$\mathbf{X}^{\top}\mathbf{y}$</code> into the memory of our driver machine (we are targeting
features matrices that are tall and skinny ,
-so we can assume that <code class="highlighter-rouge">$$\mathbf{X}^{\top}\mathbf{X}$$</code> is small enough
+so we can assume that <code class="highlighter-rouge">$\mathbf{X}^{\top}\mathbf{X}$</code> is small enough
to fit in). Then, we provide them to an in-memory solver (Mahout provides
the an analog to R’s <code class="highlighter-rouge">solve()</code> for that) which computes <code class="highlighter-rouge">beta</code>, our
-OLS estimate of the parameter vector <code class="highlighter-rouge">$$\boldsymbol{\beta}$$</code>.</p>
+OLS estimate of the parameter vector <code class="highlighter-rouge">$\boldsymbol{\beta}$</code>.</p>

<div class="codehilite"><pre>
val XtX = drmXtX.collect
@@ -371,9 +371,9 @@ as much as possible, while still retaining decent performance and
scalability.</p>

<p>We can now check how well our model fits its training data.
-First, we multiply the feature matrix <code class="highlighter-rouge">$$\mathbf{X}$$</code> by our estimate of
-<code class="highlighter-rouge">$$\boldsymbol{\beta}$$</code>. Then, we look at the difference (via L2-norm) of
-the target variable <code class="highlighter-rouge">$$\mathbf{y}$$</code> to the fitted target variable:</p>
+First, we multiply the feature matrix <code class="highlighter-rouge">$\mathbf{X}$</code> by our estimate of
+<code class="highlighter-rouge">$\boldsymbol{\beta}$</code>. Then, we look at the difference (via L2-norm) of
+the target variable <code class="highlighter-rouge">$\mathbf{y}$</code> to the fitted target variable:</p>

<div class="codehilite"><pre>
val yFitted = (drmX %*% beta).collect(::, 0)
@@ -406,7 +406,7 @@ def goodnessOfFit(drmX: DrmLike[Int], beta: Vector, y: Vector) = {
model. Usually there is a constant bias term added to the model. Without
that, our model always crosses through the origin and we only learn the
right angle. An easy way to add such a bias term to our model is to add a
-column of ones to the feature matrix <code class="highlighter-rouge">$$\mathbf{X}$$</code>.
+column of ones to the feature matrix <code class="highlighter-rouge">$\mathbf{X}$</code>.
The corresponding weight in the parameter vector will then be the bias term.</p>

<p>Here is how we add a bias column:</p>
@@ -447,7 +447,7 @@ goodness

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
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diff --git a/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html b/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
index 7c3e4e1..8f6934c 100644
--- a/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
+++ b/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.html
@@ -293,7 +293,7 @@ object ReadCsvExample {

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 b0b4819..a89268b 100644
--- a/docs/latest/tutorials/samsara/spark-naive-bayes.html
+++ b/docs/latest/tutorials/samsara/spark-naive-bayes.html
@@ -181,38 +181,38 @@
<p>As described in <a href="http://people.csail.mit.edu/jrennie/papers/icml03-nb.pdf">[1]</a> Mahout Naive Bayes is broken down into the following steps (assignments are over all possible index values):</p>

<ul>
- <li>Let <code class="highlighter-rouge">$$\vec{d}=(\vec{d_1},...,\vec{d_n})$$</code> be a set of documents; <code class="highlighter-rouge">$$d_{ij}$$</code> is the count of word <code class="highlighter-rouge">$$i$$</code> in document <code class="highlighter-rouge">$$j$$</code>.</li>
- <li>Let <code class="highlighter-rouge">$$\vec{y}=(y_1,...,y_n)$$</code> be their labels.</li>
- <li>Let <code class="highlighter-rouge">$$\alpha_i$$</code> be a smoothing parameter for all words in the vocabulary; let <code class="highlighter-rouge">$$\alpha=\sum_i{\alpha_i}$$</code>.</li>
- <li><strong>Preprocessing</strong>(via seq2Sparse) TF-IDF transformation and L2 length normalization of <code class="highlighter-rouge">$$\vec{d}$$</code>
+ <li>Let <code class="highlighter-rouge">$\vec{d}=(\vec{d_1},...,\vec{d_n})$</code> be a set of documents; <code class="highlighter-rouge">$d_{ij}$</code> is the count of word <code class="highlighter-rouge">$i$</code> in document <code class="highlighter-rouge">$j$</code>.</li>
+ <li>Let <code class="highlighter-rouge">$\vec{y}=(y_1,...,y_n)$</code> be their labels.</li>
+ <li>Let <code class="highlighter-rouge">$\alpha_i$</code> be a smoothing parameter for all words in the vocabulary; let <code class="highlighter-rouge">$\alpha=\sum_i{\alpha_i}$</code>.</li>
+ <li><strong>Preprocessing</strong>(via seq2Sparse) TF-IDF transformation and L2 length normalization of <code class="highlighter-rouge">$\vec{d}$</code>
<ol>
- <li><code class="highlighter-rouge">$$d_{ij} = \sqrt{d_{ij}}$$</code></li>
- <li><code class="highlighter-rouge">$$d_{ij} = d_{ij}\left(\log{\frac{\sum_k1}{\sum_k\delta_{ik}+1}}+1\right)$$</code></li>
- <li><code class="highlighter-rouge">$$d_{ij} =\frac{d_{ij}}{\sqrt{\sum_k{d_{kj}^2}}}$$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} = \sqrt{d_{ij}}$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} = d_{ij}\left(\log{\frac{\sum_k1}{\sum_k\delta_{ik}+1}}+1\right)$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} =\frac{d_{ij}}{\sqrt{\sum_k{d_{kj}^2}}}$</code></li>
</ol>
</li>
- <li><strong>Training: Bayes</strong><code class="highlighter-rouge">$$(\vec{d},\vec{y})$$</code> calculate term weights <code class="highlighter-rouge">$$w_{ci}$$</code> as:
+ <li><strong>Training: Bayes</strong><code class="highlighter-rouge">$(\vec{d},\vec{y})$</code> calculate term weights <code class="highlighter-rouge">$w_{ci}$</code> as:
<ol>
- <li><code class="highlighter-rouge">$$\hat\theta_{ci}=\frac{d_{ic}+\alpha_i}{\sum_k{d_{kc}}+\alpha}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=\log{\hat\theta_{ci}}$$</code></li>
+ <li><code class="highlighter-rouge">$\hat\theta_{ci}=\frac{d_{ic}+\alpha_i}{\sum_k{d_{kc}}+\alpha}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=\log{\hat\theta_{ci}}$</code></li>
</ol>
</li>
- <li><strong>Training: CBayes</strong><code class="highlighter-rouge">$$(\vec{d},\vec{y})$$</code> calculate term weights <code class="highlighter-rouge">$$w_{ci}$$</code> as:
+ <li><strong>Training: CBayes</strong><code class="highlighter-rouge">$(\vec{d},\vec{y})$</code> calculate term weights <code class="highlighter-rouge">$w_{ci}$</code> as:
<ol>
- <li><code class="highlighter-rouge">$$\hat\theta_{ci} = \frac{\sum_{j:y_j\neq c}d_{ij}+\alpha_i}{\sum_{j:y_j\neq c}{\sum_k{d_{kj}}}+\alpha}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=-\log{\hat\theta_{ci}}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=\frac{w_{ci}}{\sum_i \lvert w_{ci}\rvert}$$</code></li>
+ <li><code class="highlighter-rouge">$\hat\theta_{ci} = \frac{\sum_{j:y_j\neq c}d_{ij}+\alpha_i}{\sum_{j:y_j\neq c}{\sum_k{d_{kj}}}+\alpha}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=-\log{\hat\theta_{ci}}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=\frac{w_{ci}}{\sum_i \lvert w_{ci}\rvert}$</code></li>
</ol>
</li>
<li><strong>Label Assignment/Testing:</strong>
<ol>
- <li>Let <code class="highlighter-rouge">$$\vec{t}= (t_1,...,t_n)$$</code> be a test document; let <code class="highlighter-rouge">$$t_i$$</code> be the count of the word <code class="highlighter-rouge">$$t$$</code>.</li>
- <li>Label the document according to <code class="highlighter-rouge">$$l(t)=\arg\max_c \sum\limits_{i} t_i w_{ci}$$</code></li>
+ <li>Let <code class="highlighter-rouge">$\vec{t}= (t_1,...,t_n)$</code> be a test document; let <code class="highlighter-rouge">$t_i$</code> be the count of the word <code class="highlighter-rouge">$t$</code>.</li>
+ <li>Label the document according to <code class="highlighter-rouge">$l(t)=\arg\max_c \sum\limits_{i} t_i w_{ci}$</code></li>
</ol>
</li>
</ul>

-<p>As we can see, the main difference between Bayes and CBayes is the weight calculation step. Where Bayes weighs terms more heavily based on the likelihood that they belong to class <code class="highlighter-rouge">$$c$$</code>, CBayes seeks to maximize term weights on the likelihood that they do not belong to any other class.</p>
+<p>As we can see, the main difference between Bayes and CBayes is the weight calculation step. Where Bayes weighs terms more heavily based on the likelihood that they belong to class <code class="highlighter-rouge">$c$</code>, CBayes seeks to maximize term weights on the likelihood that they do not belong to any other class.</p>

<h2 id="running-from-the-command-line">Running from the command line</h2>

@@ -334,7 +334,7 @@ Classification and testing on a holdout set can then be performed via <code clas

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/feed.xml
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diff --git a/feed.xml b/feed.xml
index 39e04cc..7df450d 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>2017-12-22T04:03:41+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>
+<?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>2018-06-18T15:38:36+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>

<p>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:</p>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/books-tutorials-and-talks.html
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diff --git a/general/books-tutorials-and-talks.html b/general/books-tutorials-and-talks.html
index 49651ba..c2c4528 100644
--- a/general/books-tutorials-and-talks.html
+++ b/general/books-tutorials-and-talks.html
@@ -269,7 +269,7 @@ given.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/downloads.html
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diff --git a/general/downloads.html b/general/downloads.html
index f533398..7d57a17 100644
--- a/general/downloads.html
+++ b/general/downloads.html
@@ -257,7 +257,7 @@ the <a href="https://mahout.apache.org/general/mailing-lists,-irc-and-archives.h

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/faq.html
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diff --git a/general/faq.html b/general/faq.html
index 1aaef30..ebee4aa 100644
--- a/general/faq.html
+++ b/general/faq.html
@@ -244,7 +244,7 @@ anything below 100MB in size won’t be split by default.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/glossary.html
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diff --git a/general/glossary.html b/general/glossary.html
index ee41ff9..505bd4c 100644
--- a/general/glossary.html
+++ b/general/glossary.html
@@ -156,7 +156,7 @@ in-depth explanations from the web</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/mahout-benchmarks.html
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diff --git a/general/mahout-benchmarks.html b/general/mahout-benchmarks.html
index a2f95bc..16bc86e 100644
--- a/general/mahout-benchmarks.html
+++ b/general/mahout-benchmarks.html
@@ -292,7 +292,7 @@ measured in seconds, not milliseconds.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/mahout-wiki.html
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diff --git a/general/mahout-wiki.html b/general/mahout-wiki.html
index 17f2bdf..b86338d 100644
--- a/general/mahout-wiki.html
+++ b/general/mahout-wiki.html
@@ -351,7 +351,7 @@ and picking a username and password.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/mailing-lists.html
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diff --git a/general/mailing-lists.html b/general/mailing-lists.html
index 3dd60e4..4b6e548 100644
--- a/general/mailing-lists.html
+++ b/general/mailing-lists.html
@@ -266,7 +266,7 @@ responsible for the contents and availability of their archive.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/powered-by-mahout.html
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diff --git a/general/powered-by-mahout.html b/general/powered-by-mahout.html
index 9b0f9c8..fec4d60 100644
--- a/general/powered-by-mahout.html
+++ b/general/powered-by-mahout.html
@@ -270,7 +270,7 @@ funded by the Ministry of Interior of Japan.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/general/privacy-policy.html
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diff --git a/general/privacy-policy.html b/general/privacy-policy.html
index 487e386..4e33630 100644
--- a/general/privacy-policy.html
+++ b/general/privacy-policy.html
@@ -212,7 +212,7 @@ manner and for the purpose described above.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

g***@apache.org

2018-06-18 15:40:38 UTC

Permalink

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/9b7db9c6
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/9b7db9c6
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/9b7db9c6

Branch: refs/heads/asf-site
Commit: 9b7db9c6d6f6f5fda74118179efd8032bb8e5d59
Parents: bdaf56d
Author: jenkins <***@apache.org>
Authored: Mon Jun 18 15:40:30 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Mon Jun 18 15:40:30 2018 +0000

----------------------------------------------------------------------
developers/buildingmahout.html | 2 +-
developers/developer-resources.html | 2 +-
developers/github.html | 2 +-
developers/githubPRs.html | 2 +-
developers/gsoc.html | 2 +-
developers/how-to-become-a-committer.html | 2 +-
developers/how-to-contribute.html | 2 +-
developers/how-to-release.html | 2 +-
developers/how-to-update-the-website.html | 4 +-
developers/issue-tracker.html | 2 +-
developers/patch-check-list.html | 2 +-
developers/thirdparty-dependencies.html | 2 +-
developers/version-control.html | 2 +-
.../algorithms/clustering/canopy/index.html | 2 +-
.../algorithms/clustering/distance-metrics.html | 2 +-
docs/latest/algorithms/clustering/index.html | 2 +-
docs/latest/algorithms/linear-algebra/d-qr.html | 2 +-
.../algorithms/linear-algebra/d-spca.html | 44 ++++++++---------
.../algorithms/linear-algebra/d-ssvd.html | 50 ++++++++++----------
.../latest/algorithms/linear-algebra/index.html | 2 +-
.../map-reduce/classification/bayesian.html | 36 +++++++-------
.../classification/class-discovery.html | 2 +-
.../classification/classifyingyourdata.html | 2 +-
.../map-reduce/classification/collocations.html | 2 +-
.../gaussian-discriminative-analysis.html | 2 +-
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.../classification/neural-network.html | 2 +-
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.../classification/random-forests.html | 2 +-
.../restricted-boltzmann-machines.html | 2 +-
.../classification/support-vector-machines.html | 2 +-
.../clustering/canopy-clustering.html | 2 +-
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.../clustering/hierarchical-clustering.html | 2 +-
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.../clustering/latent-dirichlet-allocation.html | 2 +-
.../clustering/llr---log-likelihood-ratio.html | 2 +-
.../clustering/spectral-clustering.html | 14 +++---
.../clustering/streaming-k-means.html | 2 +-
docs/latest/algorithms/map-reduce/index.html | 2 +-
.../algorithms/preprocessors/AsFactor.html | 2 +-
.../algorithms/preprocessors/MeanCenter.html | 2 +-
.../preprocessors/StandardScaler.html | 2 +-
docs/latest/algorithms/preprocessors/index.html | 2 +-
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docs/latest/algorithms/reccomenders/index.html | 2 +-
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docs/latest/algorithms/regression/index.html | 2 +-
docs/latest/algorithms/regression/ols.html | 6 +--
.../serial-correlation/cochrane-orcutt.html | 14 +++---
.../regression/serial-correlation/dw-test.html | 10 ++--
docs/latest/algorithms/template.html | 2 +-
docs/latest/distributed/flink-bindings.html | 2 +-
docs/latest/distributed/h2o-internals.html | 2 +-
docs/latest/distributed/spark-bindings/faq.html | 2 +-
.../distributed/spark-bindings/index.html | 2 +-
docs/latest/index.html | 37 +++++++--------
docs/latest/mahout-samsara/faq.html | 2 +-
.../mahout-samsara/in-core-reference.html | 16 +++----
.../mahout-samsara/out-of-core-reference.html | 8 ++--
docs/latest/native-solvers/cuda.html | 2 +-
docs/latest/native-solvers/viennacl-omp.html | 2 +-
docs/latest/native-solvers/viennacl.html | 2 +-
docs/latest/quickstart.html | 2 +-
docs/latest/tutorials/cco-lastfm/index.html | 2 +-
docs/latest/tutorials/eigenfaces/index.html | 2 +-
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.../classification/breiman-example.html | 2 +-
.../classification/twenty-newsgroups.html | 2 +-
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.../map-reduce/clustering/viewing-result.html | 2 +-
.../map-reduce/clustering/viewing-results.html | 2 +-
.../clustering/visualizing-sample-clusters.html | 2 +-
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.../misc/parallel-frequent-pattern-mining.html | 2 +-
.../map-reduce/misc/perceptron-and-winnow.html | 2 +-
.../tutorials/map-reduce/misc/testing.html | 2 +-
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.../recommender/intro-als-hadoop.html | 2 +-
.../recommender/intro-cooccurrence-spark.html | 2 +-
.../recommender/intro-itembased-hadoop.html | 2 +-
.../recommender/matrix-factorization.html | 2 +-
.../map-reduce/recommender/quickstart.html | 2 +-
.../recommender/recommender-documentation.html | 2 +-
.../recommender-first-timer-faq.html | 2 +-
.../recommender/userbased-5-minutes.html | 2 +-
.../misc/contributing-algos/index.html | 2 +-
.../tutorials/misc/how-to-build-an-app.html | 2 +-
.../misc/mahout-in-zeppelin/index.html | 2 +-
.../samsara/classify-a-doc-from-the-shell.html | 2 +-
.../tutorials/samsara/play-with-shell.html | 40 ++++++++--------
.../playing-with-samsara-flink-batch.html | 2 +-
.../tutorials/samsara/spark-naive-bayes.html | 36 +++++++-------
feed.xml | 2 +-
general/books-tutorials-and-talks.html | 2 +-
general/downloads.html | 2 +-
general/faq.html | 2 +-
general/glossary.html | 2 +-
general/mahout-benchmarks.html | 2 +-
general/mahout-wiki.html | 2 +-
general/mailing-lists.html | 2 +-
general/powered-by-mahout.html | 2 +-
general/privacy-policy.html | 2 +-
general/professional-support.html | 2 +-
general/reference-reading.html | 2 +-
general/release-notes.html | 2 +-
general/who-we-are.html | 2 +-
index.html | 2 +-
news/2017/12/20/new-website.html | 2 +-
posts/new-website.html | 2 +-
users/algorithms/d-als.html | 2 +-
users/algorithms/d-qr.html | 2 +-
users/algorithms/d-spca.html | 2 +-
users/algorithms/d-ssvd.html | 2 +-
users/algorithms/intro-cooccurrence-spark.html | 2 +-
users/algorithms/recommender-overview.html | 2 +-
users/algorithms/spark-naive-bayes.html | 2 +-
users/basics/algorithms.html | 2 +-
users/basics/collections.html | 2 +-
users/basics/collocations.html | 2 +-
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users/basics/creating-vectors.html | 2 +-
.../gaussian-discriminative-analysis.html | 2 +-
.../basics/independent-component-analysis.html | 2 +-
users/basics/mahout-collections.html | 2 +-
users/basics/mahoutintegration.html | 2 +-
users/basics/matrix-and-vector-needs.html | 2 +-
users/basics/principal-components-analysis.html | 2 +-
users/basics/quickstart.html | 2 +-
.../svd---singular-value-decomposition.html | 2 +-
users/basics/system-requirements.html | 2 +-
...rm-frequency-inverse-document-frequency.html | 2 +-
users/classification/bankmarketing-example.html | 2 +-
users/classification/bayesian-commandline.html | 2 +-
users/classification/bayesian.html | 2 +-
users/classification/breiman-example.html | 2 +-
users/classification/class-discovery.html | 2 +-
users/classification/classifyingyourdata.html | 2 +-
users/classification/hidden-markov-models.html | 2 +-
.../locally-weighted-linear-regression.html | 2 +-
users/classification/logistic-regression.html | 2 +-
users/classification/mlp.html | 2 +-
users/classification/naivebayes.html | 2 +-
users/classification/neural-network.html | 2 +-
.../classification/partial-implementation.html | 2 +-
users/classification/random-forests.html | 2 +-
.../restricted-boltzmann-machines.html | 2 +-
.../classification/support-vector-machines.html | 2 +-
users/classification/twenty-newsgroups.html | 2 +-
.../wikipedia-classifier-example.html | 2 +-
users/clustering/20newsgroups.html | 2 +-
users/clustering/canopy-clustering.html | 2 +-
users/clustering/canopy-commandline.html | 2 +-
users/clustering/cluster-dumper.html | 2 +-
.../clustering-of-synthetic-control-data.html | 2 +-
.../clustering-seinfeld-episodes.html | 2 +-
users/clustering/clusteringyourdata.html | 2 +-
users/clustering/expectation-maximization.html | 2 +-
users/clustering/fuzzy-k-means-commandline.html | 2 +-
users/clustering/fuzzy-k-means.html | 2 +-
users/clustering/hierarchical-clustering.html | 2 +-
users/clustering/k-means-clustering.html | 2 +-
users/clustering/k-means-commandline.html | 2 +-
.../clustering/latent-dirichlet-allocation.html | 2 +-
users/clustering/lda-commandline.html | 2 +-
.../clustering/llr---log-likelihood-ratio.html | 2 +-
users/clustering/spectral-clustering.html | 2 +-
users/clustering/streaming-k-means.html | 2 +-
users/clustering/viewing-result.html | 2 +-
users/clustering/viewing-results.html | 2 +-
.../clustering/visualizing-sample-clusters.html | 2 +-
users/dim-reduction/dimensional-reduction.html | 2 +-
users/dim-reduction/ssvd.html | 2 +-
.../classify-a-doc-from-the-shell.html | 2 +-
users/environment/h2o-internals.html | 2 +-
users/environment/how-to-build-an-app.html | 2 +-
users/environment/in-core-reference.html | 2 +-
users/environment/out-of-core-reference.html | 2 +-
users/environment/spark-internals.html | 2 +-
users/flinkbindings/flink-internals.html | 2 +-
.../playing-with-samsara-flink.html | 2 +-
users/misc/mr---map-reduce.html | 2 +-
.../misc/parallel-frequent-pattern-mining.html | 2 +-
users/misc/perceptron-and-winnow.html | 2 +-
users/misc/testing.html | 2 +-
.../using-mahout-with-python-via-jpype.html | 2 +-
users/recommender/intro-als-hadoop.html | 2 +-
users/recommender/intro-cooccurrence-spark.html | 2 +-
users/recommender/intro-itembased-hadoop.html | 2 +-
users/recommender/matrix-factorization.html | 2 +-
users/recommender/quickstart.html | 2 +-
.../recommender/recommender-documentation.html | 2 +-
.../recommender-first-timer-faq.html | 2 +-
users/recommender/userbased-5-minutes.html | 2 +-
users/sparkbindings/faq.html | 2 +-
users/sparkbindings/home.html | 2 +-
users/sparkbindings/play-with-shell.html | 2 +-
216 files changed, 361 insertions(+), 362 deletions(-)
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/buildingmahout.html
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diff --git a/developers/buildingmahout.html b/developers/buildingmahout.html
index e8f3c56..9531f8c 100644
--- a/developers/buildingmahout.html
+++ b/developers/buildingmahout.html
@@ -368,7 +368,7 @@ cp -r CL/ /usr/local/

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/developer-resources.html
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diff --git a/developers/developer-resources.html b/developers/developer-resources.html
index f05247f..40bc847 100644
--- a/developers/developer-resources.html
+++ b/developers/developer-resources.html
@@ -228,7 +228,7 @@ documentation. See our <a href="/developers/how-to-contribute.html">How to contr

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/github.html
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diff --git a/developers/github.html b/developers/github.html
index 4c9cfe0..f023aed 100644
--- a/developers/github.html
+++ b/developers/github.html
@@ -358,7 +358,7 @@ jira issue explicitly in each comment of the PR.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/githubPRs.html
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diff --git a/developers/githubPRs.html b/developers/githubPRs.html
index 9566670..47a13f5 100644
--- a/developers/githubPRs.html
+++ b/developers/githubPRs.html
@@ -262,7 +262,7 @@ git push apache master

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/gsoc.html
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diff --git a/developers/gsoc.html b/developers/gsoc.html
index 0c5cf8a..8fcff3f 100644
--- a/developers/gsoc.html
+++ b/developers/gsoc.html
@@ -251,7 +251,7 @@ your career.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/how-to-become-a-committer.html
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diff --git a/developers/how-to-become-a-committer.html b/developers/how-to-become-a-committer.html
index d4ae2c0..61ba3b9 100644
--- a/developers/how-to-become-a-committer.html
+++ b/developers/how-to-become-a-committer.html
@@ -209,7 +209,7 @@ the PMC votes on it. Nominations often occur internal to the PMC as well.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/how-to-contribute.html
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diff --git a/developers/how-to-contribute.html b/developers/how-to-contribute.html
index 399914b..85ba4f0 100644
--- a/developers/how-to-contribute.html
+++ b/developers/how-to-contribute.html
@@ -352,7 +352,7 @@ effort to improve the docs/tests for an issue, that helps even more.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/how-to-release.html
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diff --git a/developers/how-to-release.html b/developers/how-to-release.html
index 50d0e18..0cb41c3 100644
--- a/developers/how-to-release.html
+++ b/developers/how-to-release.html
@@ -386,7 +386,7 @@ details.</li>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/how-to-update-the-website.html
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diff --git a/developers/how-to-update-the-website.html b/developers/how-to-update-the-website.html
index c52399c..e6749d8 100644
--- a/developers/how-to-update-the-website.html
+++ b/developers/how-to-update-the-website.html
@@ -179,7 +179,7 @@ LaTeX portions are signalled with enclosing <code class="highlighter-rouge">$</c

<p>In the terminal,</p>

-<div class="language-bash highlighter-rouge"><pre class="highlight"><code><span class="nb">cd </span>website
+<div class="language-bash highlighter-rouge"><pre class="highlight"><code><span class="nb">cd </span>wesite
bundle <span class="nb">exec </span>jekyll serve
</code></pre>
</div>
@@ -255,7 +255,7 @@ copy it to the <code class="highlighter-rouge">asf-site</code> branch, where <a

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/issue-tracker.html
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diff --git a/developers/issue-tracker.html b/developers/issue-tracker.html
index ec64c50..a3c0699 100644
--- a/developers/issue-tracker.html
+++ b/developers/issue-tracker.html
@@ -226,7 +226,7 @@ when browsing through the commit log and within the commit mailing list.</p>

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/patch-check-list.html
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diff --git a/developers/patch-check-list.html b/developers/patch-check-list.html
index 51f5a49..6c6db15 100644
--- a/developers/patch-check-list.html
+++ b/developers/patch-check-list.html
@@ -212,7 +212,7 @@ know you are working on it.</li>

<footer class="footer bg-light">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/thirdparty-dependencies.html
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diff --git a/developers/thirdparty-dependencies.html b/developers/thirdparty-dependencies.html
index 5f0f1ec..ea6e79c 100644
--- a/developers/thirdparty-dependencies.html
+++ b/developers/thirdparty-dependencies.html
@@ -214,7 +214,7 @@ staging repo)</li>

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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/developers/version-control.html
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diff --git a/developers/version-control.html b/developers/version-control.html
index d6cdd7e..fb4c4ca 100644
--- a/developers/version-control.html
+++ b/developers/version-control.html
@@ -211,7 +211,7 @@

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 8ecdc70..7329e3b 100644
--- a/docs/latest/algorithms/clustering/canopy/index.html
+++ b/docs/latest/algorithms/clustering/canopy/index.html
@@ -303,7 +303,7 @@ model.cluster(drmA).collect

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 f09b754..7a3fe78 100644
--- a/docs/latest/algorithms/clustering/distance-metrics.html
+++ b/docs/latest/algorithms/clustering/distance-metrics.html
@@ -254,7 +254,7 @@ val model = new CanopyClustering().fit(drmA, 'distanceMeasure -> 'Cosine)

<footer class="footer bg-light">
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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 654d207..2bb146e 100644
--- a/docs/latest/algorithms/clustering/index.html
+++ b/docs/latest/algorithms/clustering/index.html
@@ -179,7 +179,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 2ae3861..4875fe8 100644
--- a/docs/latest/algorithms/linear-algebra/d-qr.html
+++ b/docs/latest/algorithms/linear-algebra/d-qr.html
@@ -229,7 +229,7 @@ val(drmQ, inCoreR) = dqrThin(drma)

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- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 5489626..8b340a5 100644
--- a/docs/latest/algorithms/linear-algebra/d-spca.html
+++ b/docs/latest/algorithms/linear-algebra/d-spca.html
@@ -167,36 +167,36 @@
<div class="col-lg-8">
<h2 id="intro">Intro</h2>

-<p>Mahout has a distributed implementation of Stochastic PCA<a href="Lyubimov and Palumbo, ["Apache Mahout: Beyond MapReduce; Distributed Algorithm Design"](https://www.amazon.com/Apache-Mahout-MapReduce-Dmitriy-Lyubimov/dp/1523775785)">1</a>. This algorithm computes the exact equivalent of Mahout’s dssvd(<code class="highlighter-rouge">$$\mathbf{A-1\mu^\top}$$</code>) by modifying the <code class="highlighter-rouge">dssvd</code> algorithm so as to avoid forming <code class="highlighter-rouge">$$\mathbf{A-1\mu^\top}$$</code>, which would densify a sparse input. Thus, it is suitable for work with both dense and sparse inputs.</p>
+<p>Mahout has a distributed implementation of Stochastic PCA<a href="Lyubimov and Palumbo, ["Apache Mahout: Beyond MapReduce; Distributed Algorithm Design"](https://www.amazon.com/Apache-Mahout-MapReduce-Dmitriy-Lyubimov/dp/1523775785)">1</a>. This algorithm computes the exact equivalent of Mahout’s dssvd(<code class="highlighter-rouge">$\mathbf{A-1\mu^\top}$</code>) by modifying the <code class="highlighter-rouge">dssvd</code> algorithm so as to avoid forming <code class="highlighter-rouge">$\mathbf{A-1\mu^\top}$</code>, which would densify a sparse input. Thus, it is suitable for work with both dense and sparse inputs.</p>

<h2 id="algorithm">Algorithm</h2>

-<p>Given an <em>m</em> <code class="highlighter-rouge">$$\times$$</code> <em>n</em> matrix <code class="highlighter-rouge">$$\mathbf{A}$$</code>, a target rank <em>k</em>, and an oversampling parameter <em>p</em>, this procedure computes a <em>k</em>-rank PCA by finding the unknowns in <code class="highlighter-rouge">$$\mathbf{A−1\mu^\top \approx U\Sigma V^\top}$$</code>:</p>
+<p>Given an <em>m</em> <code class="highlighter-rouge">$\times$</code> <em>n</em> matrix <code class="highlighter-rouge">$\mathbf{A}$</code>, a target rank <em>k</em>, and an oversampling parameter <em>p</em>, this procedure computes a <em>k</em>-rank PCA by finding the unknowns in <code class="highlighter-rouge">$\mathbf{A−1\mu^\top \approx U\Sigma V^\top}$</code>:</p>

<ol>
- <li>Create seed for random <em>n</em> <code class="highlighter-rouge">$$\times$$</code> <em>(k+p)</em> matrix <code class="highlighter-rouge">$$\Omega$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{s_\Omega \leftarrow \Omega^\top \mu}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{Y_0 \leftarrow A\Omega − 1 {s_\Omega}^\top, Y \in \mathbb{R}^{m\times(k+p)}}$$</code>.</li>
- <li>Column-orthonormalize <code class="highlighter-rouge">$$\mathbf{Y_0} \rightarrow \mathbf{Q}$$</code> by computing thin decomposition <code class="highlighter-rouge">$$\mathbf{Y_0} = \mathbf{QR}$$</code>. Also, <code class="highlighter-rouge">$$\mathbf{Q}\in\mathbb{R}^{m\times(k+p)}, \mathbf{R}\in\mathbb{R}^{(k+p)\times(k+p)}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{s_Q \leftarrow Q^\top 1}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{B_0 \leftarrow Q^\top A: B \in \mathbb{R}^{(k+p)\times n}}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{s_B \leftarrow {B_0}^\top \mu}$$</code>.</li>
+ <li>Create seed for random <em>n</em> <code class="highlighter-rouge">$\times$</code> <em>(k+p)</em> matrix <code class="highlighter-rouge">$\Omega$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{s_\Omega \leftarrow \Omega^\top \mu}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{Y_0 \leftarrow A\Omega − 1 {s_\Omega}^\top, Y \in \mathbb{R}^{m\times(k+p)}}$</code>.</li>
+ <li>Column-orthonormalize <code class="highlighter-rouge">$\mathbf{Y_0} \rightarrow \mathbf{Q}$</code> by computing thin decomposition <code class="highlighter-rouge">$\mathbf{Y_0} = \mathbf{QR}$</code>. Also, <code class="highlighter-rouge">$\mathbf{Q}\in\mathbb{R}^{m\times(k+p)}, \mathbf{R}\in\mathbb{R}^{(k+p)\times(k+p)}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{s_Q \leftarrow Q^\top 1}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{B_0 \leftarrow Q^\top A: B \in \mathbb{R}^{(k+p)\times n}}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{s_B \leftarrow {B_0}^\top \mu}$</code>.</li>
<li>For <em>i</em> in 1..<em>q</em> repeat (power iterations):
<ul>
- <li>For <em>j</em> in 1..<em>n</em> apply <code class="highlighter-rouge">$$\mathbf{(B_{i−1})_{∗j} \leftarrow (B_{i−1})_{∗j}−\mu_j s_Q}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{Y_i \leftarrow A{B_{i−1}}^\top−1(s_B−\mu^\top \mu s_Q)^\top}$$</code>.</li>
- <li>Column-orthonormalize <code class="highlighter-rouge">$$\mathbf{Y_i} \rightarrow \mathbf{Q}$$</code> by computing thin decomposition <code class="highlighter-rouge">$$\mathbf{Y_i = QR}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{s_Q \leftarrow Q^\top 1}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{B_i \leftarrow Q^\top A}$$</code>.</li>
- <li><code class="highlighter-rouge">$$\mathbf{s_B \leftarrow {B_i}^\top \mu}$$</code>.</li>
+ <li>For <em>j</em> in 1..<em>n</em> apply <code class="highlighter-rouge">$\mathbf{(B_{i−1})_{∗j} \leftarrow (B_{i−1})_{∗j}−\mu_j s_Q}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{Y_i \leftarrow A{B_{i−1}}^\top−1(s_B−\mu^\top \mu s_Q)^\top}$</code>.</li>
+ <li>Column-orthonormalize <code class="highlighter-rouge">$\mathbf{Y_i} \rightarrow \mathbf{Q}$</code> by computing thin decomposition <code class="highlighter-rouge">$\mathbf{Y_i = QR}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{s_Q \leftarrow Q^\top 1}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{B_i \leftarrow Q^\top A}$</code>.</li>
+ <li><code class="highlighter-rouge">$\mathbf{s_B \leftarrow {B_i}^\top \mu}$</code>.</li>
</ul>
</li>
- <li>Let <code class="highlighter-rouge">$$\mathbf{C \triangleq s_Q {s_B}^\top}$$</code>. <code class="highlighter-rouge">$$\mathbf{M \leftarrow B_q {B_q}^\top − C − C^\top + \mu^\top \mu s_Q {s_Q}^\top}$$</code>.</li>
- <li>Compute an eigensolution of the small symmetric <code class="highlighter-rouge">$$\mathbf{M = \hat{U} \Lambda \hat{U}^\top: M \in \mathbb{R}^{(k+p)\times(k+p)}}$$</code>.</li>
- <li>The singular values <code class="highlighter-rouge">$$\Sigma = \Lambda^{\circ 0.5}$$</code>, or, in other words, <code class="highlighter-rouge">$$\mathbf{\sigma_i= \sqrt{\lambda_i}}$$</code>.</li>
- <li>If needed, compute <code class="highlighter-rouge">$$\mathbf{U = Q\hat{U}}$$</code>.</li>
- <li>If needed, compute <code class="highlighter-rouge">$$\mathbf{V = B^\top \hat{U} \Sigma^{−1}}$$</code>.</li>
- <li>If needed, items converted to the PCA space can be computed as <code class="highlighter-rouge">$$\mathbf{U\Sigma}$$</code>.</li>
+ <li>Let <code class="highlighter-rouge">$\mathbf{C \triangleq s_Q {s_B}^\top}$</code>. <code class="highlighter-rouge">$\mathbf{M \leftarrow B_q {B_q}^\top − C − C^\top + \mu^\top \mu s_Q {s_Q}^\top}$</code>.</li>
+ <li>Compute an eigensolution of the small symmetric <code class="highlighter-rouge">$\mathbf{M = \hat{U} \Lambda \hat{U}^\top: M \in \mathbb{R}^{(k+p)\times(k+p)}}$</code>.</li>
+ <li>The singular values <code class="highlighter-rouge">$\Sigma = \Lambda^{\circ 0.5}$</code>, or, in other words, <code class="highlighter-rouge">$\mathbf{\sigma_i= \sqrt{\lambda_i}}$</code>.</li>
+ <li>If needed, compute <code class="highlighter-rouge">$\mathbf{U = Q\hat{U}}$</code>.</li>
+ <li>If needed, compute <code class="highlighter-rouge">$\mathbf{V = B^\top \hat{U} \Sigma^{−1}}$</code>.</li>
+ <li>If needed, items converted to the PCA space can be computed as <code class="highlighter-rouge">$\mathbf{U\Sigma}$</code>.</li>
</ol>

<h2 id="implementation">Implementation</h2>
@@ -350,7 +350,7 @@ val (drmU, drmV, s) = dspca(drmA, k=200, q=1)

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<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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
index ac339ca..1839dbc 100644
--- a/docs/latest/algorithms/linear-algebra/d-ssvd.html
+++ b/docs/latest/algorithms/linear-algebra/d-ssvd.html
@@ -171,50 +171,50 @@

<h2 id="modified-ssvd-algorithm">Modified SSVD Algorithm</h2>

-<p>Given an <code class="highlighter-rouge">$$m\times n$$</code>
-matrix <code class="highlighter-rouge">$$\mathbf{A}$$</code>, a target rank <code class="highlighter-rouge">$$k\in\mathbb{N}_{1}$$</code>
-, an oversampling parameter <code class="highlighter-rouge">$$p\in\mathbb{N}_{1}$$</code>,
-and the number of additional power iterations <code class="highlighter-rouge">$$q\in\mathbb{N}_{0}$$</code>,
-this procedure computes an <code class="highlighter-rouge">$$m\times\left(k+p\right)$$</code>
-SVD <code class="highlighter-rouge">$$\mathbf{A\approx U}\boldsymbol{\Sigma}\mathbf{V}^{\top}$$</code>:</p>
+<p>Given an <code class="highlighter-rouge">$m\times n$</code>
+matrix <code class="highlighter-rouge">$\mathbf{A}$</code>, a target rank <code class="highlighter-rouge">$k\in\mathbb{N}_{1}$</code>
+, an oversampling parameter <code class="highlighter-rouge">$p\in\mathbb{N}_{1}$</code>,
+and the number of additional power iterations <code class="highlighter-rouge">$q\in\mathbb{N}_{0}$</code>,
+this procedure computes an <code class="highlighter-rouge">$m\times\left(k+p\right)$</code>
+SVD <code class="highlighter-rouge">$\mathbf{A\approx U}\boldsymbol{\Sigma}\mathbf{V}^{\top}$</code>:</p>

<ol>
<li>
- <p>Create seed for random <code class="highlighter-rouge">$$n\times\left(k+p\right)$$</code>
- matrix <code class="highlighter-rouge">$$\boldsymbol{\Omega}$$</code>. The seed defines matrix <code class="highlighter-rouge">$$\mathbf{\Omega}$$</code>
+ <p>Create seed for random <code class="highlighter-rouge">$n\times\left(k+p\right)$</code>
+ matrix <code class="highlighter-rouge">$\boldsymbol{\Omega}$</code>. The seed defines matrix <code class="highlighter-rouge">$\mathbf{\Omega}$</code>
using Gaussian unit vectors per one of suggestions in [Halko, Martinsson, Tropp].</p>
</li>
<li>
- <p><code class="highlighter-rouge">$$\mathbf{Y=A\boldsymbol{\Omega}},\,\mathbf{Y}\in\mathbb{R}^{m\times\left(k+p\right)}$$</code></p>
+ <p><code class="highlighter-rouge">$\mathbf{Y=A\boldsymbol{\Omega}},\,\mathbf{Y}\in\mathbb{R}^{m\times\left(k+p\right)}$</code></p>
</li>
<li>
- <p>Column-orthonormalize <code class="highlighter-rouge">$$\mathbf{Y}\rightarrow\mathbf{Q}$$</code>
- by computing thin decomposition <code class="highlighter-rouge">$$\mathbf{Y}=\mathbf{Q}\mathbf{R}$$</code>.
- Also, <code class="highlighter-rouge">$$\mathbf{Q}\in\mathbb{R}^{m\times\left(k+p\right)},\,\mathbf{R}\in\mathbb{R}^{\left(k+p\right)\times\left(k+p\right)}$$</code>; denoted as <code class="highlighter-rouge">$$\mathbf{Q}=\mbox{qr}\left(\mathbf{Y}\right).\mathbf{Q}$$</code></p>
+ <p>Column-orthonormalize <code class="highlighter-rouge">$\mathbf{Y}\rightarrow\mathbf{Q}$</code>
+ by computing thin decomposition <code class="highlighter-rouge">$\mathbf{Y}=\mathbf{Q}\mathbf{R}$</code>.
+ Also, <code class="highlighter-rouge">$\mathbf{Q}\in\mathbb{R}^{m\times\left(k+p\right)},\,\mathbf{R}\in\mathbb{R}^{\left(k+p\right)\times\left(k+p\right)}$</code>; denoted as <code class="highlighter-rouge">$\mathbf{Q}=\mbox{qr}\left(\mathbf{Y}\right).\mathbf{Q}$</code></p>
</li>
<li>
- <p><code class="highlighter-rouge">$$\mathbf{B}_{0}=\mathbf{Q}^{\top}\mathbf{A}:\,\,\mathbf{B}\in\mathbb{R}^{\left(k+p\right)\times n}$$</code>.</p>
+ <p><code class="highlighter-rouge">$\mathbf{B}_{0}=\mathbf{Q}^{\top}\mathbf{A}:\,\,\mathbf{B}\in\mathbb{R}^{\left(k+p\right)\times n}$</code>.</p>
</li>
<li>
- <p>If <code class="highlighter-rouge">$$q>0$$</code>
- repeat: for <code class="highlighter-rouge">$$i=1..q$$</code>:
- <code class="highlighter-rouge">$$\mathbf{B}_{i}^{\top}=\mathbf{A}^{\top}\mbox{qr}\left(\mathbf{A}\mathbf{B}_{i-1}^{\top}\right).\mathbf{Q}$$</code>
+ <p>If <code class="highlighter-rouge">$q>0$</code>
+ repeat: for <code class="highlighter-rouge">$i=1..q$</code>:
+ <code class="highlighter-rouge">$\mathbf{B}_{i}^{\top}=\mathbf{A}^{\top}\mbox{qr}\left(\mathbf{A}\mathbf{B}_{i-1}^{\top}\right).\mathbf{Q}$</code>
(power iterations step).</p>
</li>
<li>
- <p>Compute Eigensolution of a small Hermitian <code class="highlighter-rouge">$$\mathbf{B}_{q}\mathbf{B}_{q}^{\top}=\mathbf{\hat{U}}\boldsymbol{\Lambda}\mathbf{\hat{U}}^{\top}$$</code>,
- <code class="highlighter-rouge">$$\mathbf{B}_{q}\mathbf{B}_{q}^{\top}\in\mathbb{R}^{\left(k+p\right)\times\left(k+p\right)}$$</code>.</p>
+ <p>Compute Eigensolution of a small Hermitian <code class="highlighter-rouge">$\mathbf{B}_{q}\mathbf{B}_{q}^{\top}=\mathbf{\hat{U}}\boldsymbol{\Lambda}\mathbf{\hat{U}}^{\top}$</code>,
+ <code class="highlighter-rouge">$\mathbf{B}_{q}\mathbf{B}_{q}^{\top}\in\mathbb{R}^{\left(k+p\right)\times\left(k+p\right)}$</code>.</p>
</li>
<li>
- <p>Singular values <code class="highlighter-rouge">$$\mathbf{\boldsymbol{\Sigma}}=\boldsymbol{\Lambda}^{0.5}$$</code>,
- or, in other words, <code class="highlighter-rouge">$$s_{i}=\sqrt{\sigma_{i}}$$</code>.</p>
+ <p>Singular values <code class="highlighter-rouge">$\mathbf{\boldsymbol{\Sigma}}=\boldsymbol{\Lambda}^{0.5}$</code>,
+ or, in other words, <code class="highlighter-rouge">$s_{i}=\sqrt{\sigma_{i}}$</code>.</p>
</li>
<li>
- <p>If needed, compute <code class="highlighter-rouge">$$\mathbf{U}=\mathbf{Q}\hat{\mathbf{U}}$$</code>.</p>
+ <p>If needed, compute <code class="highlighter-rouge">$\mathbf{U}=\mathbf{Q}\hat{\mathbf{U}}$</code>.</p>
</li>
<li>
- <p>If needed, compute <code class="highlighter-rouge">$$\mathbf{V}=\mathbf{B}_{q}^{\top}\hat{\mathbf{U}}\boldsymbol{\Sigma}^{-1}$$</code>.
-Another way is <code class="highlighter-rouge">$$\mathbf{V}=\mathbf{A}^{\top}\mathbf{U}\boldsymbol{\Sigma}^{-1}$$</code>.</p>
+ <p>If needed, compute <code class="highlighter-rouge">$\mathbf{V}=\mathbf{B}_{q}^{\top}\hat{\mathbf{U}}\boldsymbol{\Sigma}^{-1}$</code>.
+Another way is <code class="highlighter-rouge">$\mathbf{V}=\mathbf{A}^{\top}\mathbf{U}\boldsymbol{\Sigma}^{-1}$</code>.</p>
</li>
</ol>

@@ -281,7 +281,7 @@ Another way is <code class="highlighter-rouge">$$\mathbf{V}=\mathbf{A}^{\top}\ma
</code></pre>
</div>

-<p>Note: As a side effect of checkpointing, U and V values are returned as logical operators (i.e. they are neither checkpointed nor computed). Therefore there is no physical work actually done to compute <code class="highlighter-rouge">$$\mathbf{U}$$</code> or <code class="highlighter-rouge">$$\mathbf{V}$$</code> until they are used in a subsequent expression.</p>
+<p>Note: As a side effect of checkpointing, U and V values are returned as logical operators (i.e. they are neither checkpointed nor computed). Therefore there is no physical work actually done to compute <code class="highlighter-rouge">$\mathbf{U}$</code> or <code class="highlighter-rouge">$\mathbf{V}$</code> until they are used in a subsequent expression.</p>

<h2 id="usage">Usage</h2>

@@ -311,7 +311,7 @@ val(drmU, drmV, s) = dssvd(drma, k = 40, q = 1)

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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 1bdc4c5..328398d 100644
--- a/docs/latest/algorithms/linear-algebra/index.html
+++ b/docs/latest/algorithms/linear-algebra/index.html
@@ -184,7 +184,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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@@ -181,38 +181,38 @@
<p>As described in <a href="http://people.csail.mit.edu/jrennie/papers/icml03-nb.pdf">[1]</a> Mahout Naive Bayes is broken down into the following steps (assignments are over all possible index values):</p>

<ul>
- <li>Let <code class="highlighter-rouge">$$\vec{d}=(\vec{d_1},...,\vec{d_n})$$</code> be a set of documents; <code class="highlighter-rouge">$$d_{ij}$$</code> is the count of word <code class="highlighter-rouge">$$i$$</code> in document <code class="highlighter-rouge">$$j$$</code>.</li>
- <li>Let <code class="highlighter-rouge">$$\vec{y}=(y_1,...,y_n)$$</code> be their labels.</li>
- <li>Let <code class="highlighter-rouge">$$\alpha_i$$</code> be a smoothing parameter for all words in the vocabulary; let <code class="highlighter-rouge">$$\alpha=\sum_i{\alpha_i}$$</code>.</li>
- <li><strong>Preprocessing</strong>(via seq2Sparse) TF-IDF transformation and L2 length normalization of <code class="highlighter-rouge">$$\vec{d}$$</code>
+ <li>Let <code class="highlighter-rouge">$\vec{d}=(\vec{d_1},...,\vec{d_n})$</code> be a set of documents; <code class="highlighter-rouge">$d_{ij}$</code> is the count of word <code class="highlighter-rouge">$i$</code> in document <code class="highlighter-rouge">$j$</code>.</li>
+ <li>Let <code class="highlighter-rouge">$\vec{y}=(y_1,...,y_n)$</code> be their labels.</li>
+ <li>Let <code class="highlighter-rouge">$\alpha_i$</code> be a smoothing parameter for all words in the vocabulary; let <code class="highlighter-rouge">$\alpha=\sum_i{\alpha_i}$</code>.</li>
+ <li><strong>Preprocessing</strong>(via seq2Sparse) TF-IDF transformation and L2 length normalization of <code class="highlighter-rouge">$\vec{d}$</code>
<ol>
- <li><code class="highlighter-rouge">$$d_{ij} = \sqrt{d_{ij}}$$</code></li>
- <li><code class="highlighter-rouge">$$d_{ij} = d_{ij}\left(\log{\frac{\sum_k1}{\sum_k\delta_{ik}+1}}+1\right)$$</code></li>
- <li><code class="highlighter-rouge">$$d_{ij} =\frac{d_{ij}}{\sqrt{\sum_k{d_{kj}^2}}}$$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} = \sqrt{d_{ij}}$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} = d_{ij}\left(\log{\frac{\sum_k1}{\sum_k\delta_{ik}+1}}+1\right)$</code></li>
+ <li><code class="highlighter-rouge">$d_{ij} =\frac{d_{ij}}{\sqrt{\sum_k{d_{kj}^2}}}$</code></li>
</ol>
</li>
- <li><strong>Training: Bayes</strong><code class="highlighter-rouge">$$(\vec{d},\vec{y})$$</code> calculate term weights <code class="highlighter-rouge">$$w_{ci}$$</code> as:
+ <li><strong>Training: Bayes</strong><code class="highlighter-rouge">$(\vec{d},\vec{y})$</code> calculate term weights <code class="highlighter-rouge">$w_{ci}$</code> as:
<ol>
- <li><code class="highlighter-rouge">$$\hat\theta_{ci}=\frac{d_{ic}+\alpha_i}{\sum_k{d_{kc}}+\alpha}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=\log{\hat\theta_{ci}}$$</code></li>
+ <li><code class="highlighter-rouge">$\hat\theta_{ci}=\frac{d_{ic}+\alpha_i}{\sum_k{d_{kc}}+\alpha}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=\log{\hat\theta_{ci}}$</code></li>
</ol>
</li>
- <li><strong>Training: CBayes</strong><code class="highlighter-rouge">$$(\vec{d},\vec{y})$$</code> calculate term weights <code class="highlighter-rouge">$$w_{ci}$$</code> as:
+ <li><strong>Training: CBayes</strong><code class="highlighter-rouge">$(\vec{d},\vec{y})$</code> calculate term weights <code class="highlighter-rouge">$w_{ci}$</code> as:
<ol>
- <li><code class="highlighter-rouge">$$\hat\theta_{ci} = \frac{\sum_{j:y_j\neq c}d_{ij}+\alpha_i}{\sum_{j:y_j\neq c}{\sum_k{d_{kj}}}+\alpha}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=-\log{\hat\theta_{ci}}$$</code></li>
- <li><code class="highlighter-rouge">$$w_{ci}=\frac{w_{ci}}{\sum_i \lvert w_{ci}\rvert}$$</code></li>
+ <li><code class="highlighter-rouge">$\hat\theta_{ci} = \frac{\sum_{j:y_j\neq c}d_{ij}+\alpha_i}{\sum_{j:y_j\neq c}{\sum_k{d_{kj}}}+\alpha}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=-\log{\hat\theta_{ci}}$</code></li>
+ <li><code class="highlighter-rouge">$w_{ci}=\frac{w_{ci}}{\sum_i \lvert w_{ci}\rvert}$</code></li>
</ol>
</li>
<li><strong>Label Assignment/Testing:</strong>
<ol>
- <li>Let <code class="highlighter-rouge">$$\vec{t}= (t_1,...,t_n)$$</code> be a test document; let <code class="highlighter-rouge">$$t_i$$</code> be the count of the word <code class="highlighter-rouge">$$t$$</code>.</li>
- <li>Label the document according to <code class="highlighter-rouge">$$l(t)=\arg\max_c \sum\limits_{i} t_i w_{ci}$$</code></li>
+ <li>Let <code class="highlighter-rouge">$\vec{t}= (t_1,...,t_n)$</code> be a test document; let <code class="highlighter-rouge">$t_i$</code> be the count of the word <code class="highlighter-rouge">$t$</code>.</li>
+ <li>Label the document according to <code class="highlighter-rouge">$l(t)=\arg\max_c \sum\limits_{i} t_i w_{ci}$</code></li>
</ol>
</li>
</ul>

-<p>As we can see, the main difference between Bayes and CBayes is the weight calculation step. Where Bayes weighs terms more heavily based on the likelihood that they belong to class <code class="highlighter-rouge">$$c$$</code>, CBayes seeks to maximize term weights on the likelihood that they do not belong to any other class.</p>
+<p>As we can see, the main difference between Bayes and CBayes is the weight calculation step. Where Bayes weighs terms more heavily based on the likelihood that they belong to class <code class="highlighter-rouge">$c$</code>, CBayes seeks to maximize term weights on the likelihood that they do not belong to any other class.</p>

<h2 id="running-from-the-command-line">Running from the command line</h2>

@@ -350,7 +350,7 @@ Classification and testing on a holdout set can then be performed via <code clas

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@@ -304,7 +304,7 @@ Paul Komarek</a></p>

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@@ -224,7 +224,7 @@ have any additional storage usage for unused keys.</p>

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--- a/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.html
@@ -185,7 +185,7 @@ different levels.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
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--- a/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.html
@@ -356,7 +356,7 @@ K-Means does a fair job handling this data set as well.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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
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--- a/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
+++ b/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.html
@@ -322,7 +322,7 @@ post-processing step.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/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
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--- a/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
+++ b/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.html
@@ -216,7 +216,7 @@ number of training examples and where features are highly interdependent.</p>

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.html
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diff --git a/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.html b/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.html
index 697b563..78cb515 100644
--- a/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.html
+++ b/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.html
@@ -173,16 +173,16 @@

<ol>
<li>
- <p>Computing a similarity (or <em>affinity</em>) matrix <code class="highlighter-rouge">$$\mathbf{A}$$</code> from the data. This involves determining a pairwise distance function <code class="highlighter-rouge">$$f$$</code> that takes a pair of data points and returns a scalar.</p>
+ <p>Computing a similarity (or <em>affinity</em>) matrix <code class="highlighter-rouge">$\mathbf{A}$</code> from the data. This involves determining a pairwise distance function <code class="highlighter-rouge">$f$</code> that takes a pair of data points and returns a scalar.</p>
</li>
<li>
- <p>Computing a graph Laplacian <code class="highlighter-rouge">$$\mathbf{L}$$</code> from the affinity matrix. There are several types of graph Laplacians; which is used will often depends on the situation.</p>
+ <p>Computing a graph Laplacian <code class="highlighter-rouge">$\mathbf{L}$</code> from the affinity matrix. There are several types of graph Laplacians; which is used will often depends on the situation.</p>
</li>
<li>
- <p>Computing the eigenvectors and eigenvalues of <code class="highlighter-rouge">$$\mathbf{L}$$</code>. The degree of this decomposition is often modulated by <code class="highlighter-rouge">$$k$$</code>, or the number of clusters. Put another way, <code class="highlighter-rouge">$$k$$</code> eigenvectors and eigenvalues are computed.</p>
+ <p>Computing the eigenvectors and eigenvalues of <code class="highlighter-rouge">$\mathbf{L}$</code>. The degree of this decomposition is often modulated by <code class="highlighter-rouge">$k$</code>, or the number of clusters. Put another way, <code class="highlighter-rouge">$k$</code> eigenvectors and eigenvalues are computed.</p>
</li>
<li>
- <p>The <code class="highlighter-rouge">$$k$$</code> eigenvectors are used as “proxy” data for the original dataset, and fed into k-means clustering. The resulting cluster assignments are transparently passed back to the original data.</p>
+ <p>The <code class="highlighter-rouge">$k$</code> eigenvectors are used as “proxy” data for the original dataset, and fed into k-means clustering. The resulting cluster assignments are transparently passed back to the original data.</p>
</li>
</ol>

@@ -196,11 +196,11 @@

<h2 id="input">Input</h2>

-<p>The input format for the algorithm currently takes the form of a Hadoop-backed affinity matrix in the form of text files. Each line of the text file specifies a single element of the affinity matrix: the row index <code class="highlighter-rouge">$$i$$</code>, the column index <code class="highlighter-rouge">$$j$$</code>, and the value:</p>
+<p>The input format for the algorithm currently takes the form of a Hadoop-backed affinity matrix in the form of text files. Each line of the text file specifies a single element of the affinity matrix: the row index <code class="highlighter-rouge">$i$</code>, the column index <code class="highlighter-rouge">$j$</code>, and the value:</p>

<p><code class="highlighter-rouge">i, j, value</code></p>

-<p>The affinity matrix is symmetric, and any unspecified <code class="highlighter-rouge">$$i, j$$</code> pairs are assumed to be 0 for sparsity. The row and column indices are 0-indexed. Thus, only the non-zero entries of either the upper or lower triangular need be specified.</p>
+<p>The affinity matrix is symmetric, and any unspecified <code class="highlighter-rouge">$i, j$</code> pairs are assumed to be 0 for sparsity. The row and column indices are 0-indexed. Thus, only the non-zero entries of either the upper or lower triangular need be specified.</p>

<p>The matrix elements specified in the text files are collected into a Mahout <code class="highlighter-rouge">DistributedRowMatrix</code>.</p>

@@ -266,7 +266,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.html
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+++ b/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.html
@@ -361,7 +361,7 @@ The algorithm can be instructed to take multiple independent runs (using the <em

<footer class="footer bg-light">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/map-reduce/index.html
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diff --git a/docs/latest/algorithms/map-reduce/index.html b/docs/latest/algorithms/map-reduce/index.html
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--- a/docs/latest/algorithms/map-reduce/index.html
+++ b/docs/latest/algorithms/map-reduce/index.html
@@ -211,7 +211,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/preprocessors/AsFactor.html
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diff --git a/docs/latest/algorithms/preprocessors/AsFactor.html b/docs/latest/algorithms/preprocessors/AsFactor.html
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--- a/docs/latest/algorithms/preprocessors/AsFactor.html
+++ b/docs/latest/algorithms/preprocessors/AsFactor.html
@@ -202,7 +202,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/preprocessors/MeanCenter.html
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diff --git a/docs/latest/algorithms/preprocessors/MeanCenter.html b/docs/latest/algorithms/preprocessors/MeanCenter.html
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--- a/docs/latest/algorithms/preprocessors/MeanCenter.html
+++ b/docs/latest/algorithms/preprocessors/MeanCenter.html
@@ -197,7 +197,7 @@

<footer class="footer bg-light">
<div class="container text-center small">
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+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/preprocessors/StandardScaler.html
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diff --git a/docs/latest/algorithms/preprocessors/StandardScaler.html b/docs/latest/algorithms/preprocessors/StandardScaler.html
index e422df9..bf63666 100644
--- a/docs/latest/algorithms/preprocessors/StandardScaler.html
+++ b/docs/latest/algorithms/preprocessors/StandardScaler.html
@@ -211,7 +211,7 @@ is trivial, however when testing the function on smaller datasets the practicion

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/preprocessors/index.html
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diff --git a/docs/latest/algorithms/preprocessors/index.html b/docs/latest/algorithms/preprocessors/index.html
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--- a/docs/latest/algorithms/preprocessors/index.html
+++ b/docs/latest/algorithms/preprocessors/index.html
@@ -182,7 +182,7 @@

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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/reccomenders/cco.html
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diff --git a/docs/latest/algorithms/reccomenders/cco.html b/docs/latest/algorithms/reccomenders/cco.html
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--- a/docs/latest/algorithms/reccomenders/cco.html
+++ b/docs/latest/algorithms/reccomenders/cco.html
@@ -642,7 +642,7 @@ on the popularity field. If we use the ecom example but use the query to get “

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/reccomenders/d-als.html
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diff --git a/docs/latest/algorithms/reccomenders/d-als.html b/docs/latest/algorithms/reccomenders/d-als.html
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--- a/docs/latest/algorithms/reccomenders/d-als.html
+++ b/docs/latest/algorithms/reccomenders/d-als.html
@@ -174,7 +174,7 @@ TODO: Find the ALS Page</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> < ~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>
+<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> < ~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>

@@ -224,7 +224,7 @@ val(drmQ, inCoreR) = dqrThin(drma)

<footer class="footer bg-light">
<div class="container text-center small">
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b7db9c6/docs/latest/algorithms/reccomenders/index.html
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--- a/docs/latest/algorithms/reccomenders/index.html
+++ b/docs/latest/algorithms/reccomenders/index.html
@@ -203,7 +203,7 @@ and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-i

<footer class="footer bg-light">
<div class="container text-center small">
- Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
+ Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0.
</div>
</footer>

g***@apache.org

2018-06-18 15:46:04 UTC

Permalink

Repository: mahout
Updated Branches:
refs/heads/asf-site 9b7db9c6d -> 9b78db338

Automatic Site Publish by Buildbot

Project: http://git-wip-us.apache.org/repos/asf/mahout/repo
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Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/9b78db33

Branch: refs/heads/asf-site
Commit: 9b78db3387dfcd11087e2221b570cb59219c69a7
Parents: 9b7db9c
Author: jenkins <***@apache.org>
Authored: Mon Jun 18 15:46:00 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Mon Jun 18 15:46:00 2018 +0000

----------------------------------------------------------------------
feed.xml | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
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http://git-wip-us.apache.org/repos/asf/mahout/blob/9b78db33/feed.xml
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diff --git a/feed.xml b/feed.xml
index 7df450d..a723646 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>2018-06-18T15:38:36+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>
+<?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>2018-06-18T15:41:06+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>

<p>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:</p>

g***@apache.org

2018-06-18 15:48:01 UTC

Permalink

Repository: mahout
Updated Branches:
refs/heads/asf-site 9b78db338 -> c61c6c545

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/misc/perceptron-and-winnow.html
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/misc/testing.html
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/misc/using-mahout-with-python-via-jpype.html
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+++ b/users/misc/using-mahout-with-python-via-jpype.html
@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


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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/buildingmahout">Building Mahout from Source</a>
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+ <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
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g***@apache.org

2018-06-18 15:48:02 UTC

Permalink

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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/release-notes/">Release Notes</a>

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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/mlp.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/naivebayes.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/neural-network.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/partial-implementation.html
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/random-forests.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/restricted-boltzmann-machines.html
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/support-vector-machines.html
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/classification/wikipedia-classifier-example.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/20newsgroups.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/canopy-clustering.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/canopy-commandline.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/cluster-dumper.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/clustering-of-synthetic-control-data.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/clustering-seinfeld-episodes.html
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/expectation-maximization.html
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/fuzzy-k-means.html
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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/buildingmahout">Building Mahout from Source</a>
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/release-notes/">Release Notes</a>

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+ <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a>
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/latent-dirichlet-allocation.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/lda-commandline.html
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- <a class="dropdown-item" href="/developers/issue-tracker/">Issues Tracking (JIRA)</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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/llr---log-likelihood-ratio.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/spectral-clustering.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/streaming-k-means.html
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- <a class="dropdown-item" href="/developers/issue-tracker/">Issues Tracking (JIRA)</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/release-notes/">Release Notes</a>

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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/viewing-results.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/clustering/visualizing-sample-clusters.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/dim-reduction/dimensional-reduction.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/dim-reduction/ssvd.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/environment/classify-a-doc-from-the-shell.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/environment/h2o-internals.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/environment/how-to-build-an-app.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/environment/out-of-core-reference.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/environment/spark-internals.html
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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/buildingmahout">Building Mahout from Source</a>
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/flinkbindings/flink-internals.html
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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/buildingmahout">Building Mahout from Source</a>
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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/flinkbindings/playing-with-samsara-flink.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/misc/mr---map-reduce.html
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- <a class="dropdown-item" href="/developers/issue-tracker/">Issues Tracking (JIRA)</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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/misc/parallel-frequent-pattern-mining.html
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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/release-notes/">Release Notes</a>

g***@apache.org

2018-06-18 15:48:03 UTC

Permalink

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/c61c6c54
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/c61c6c54
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/c61c6c54

Branch: refs/heads/asf-site
Commit: c61c6c54541a8116cd530456d3b4bec6dbc6259b
Parents: 9b78db3
Author: jenkins <***@apache.org>
Authored: Mon Jun 18 15:47:55 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Mon Jun 18 15:47:55 2018 +0000

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developers/buildingmahout.html | 4 ++--
developers/developer-resources.html | 4 ++--
developers/github.html | 4 ++--
developers/githubPRs.html | 4 ++--
developers/gsoc.html | 4 ++--
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developers/thirdparty-dependencies.html | 4 ++--
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117 files changed, 233 insertions(+), 233 deletions(-)
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http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/developers/buildingmahout.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/developers/developer-resources.html
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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/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/developers/github.html
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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/release-notes/">Release Notes</a>

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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/release-notes/">Release Notes</a>

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<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/feed.xml
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diff --git a/feed.xml b/feed.xml
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--- 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>2018-06-18T15:41:06+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>
+<?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>2018-06-18T15:46:29+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>

<p>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:</p>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/books-tutorials-and-talks.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/downloads.html
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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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/faq.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/glossary.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/mahout-benchmarks.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/mahout-wiki.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/mailing-lists.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/powered-by-mahout.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/privacy-policy.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/professional-support.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/reference-reading.html
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diff --git a/general/reference-reading.html b/general/reference-reading.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/release-notes.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/general/who-we-are.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/index.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/news/2017/12/20/new-website.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/posts/new-website.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/d-als.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/d-qr.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/d-spca.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/d-ssvd.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/intro-cooccurrence-spark.html
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diff --git a/users/algorithms/intro-cooccurrence-spark.html b/users/algorithms/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">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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/recommender-overview.html
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diff --git a/users/algorithms/recommender-overview.html b/users/algorithms/recommender-overview.html
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<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/algorithms/spark-naive-bayes.html
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diff --git a/users/algorithms/spark-naive-bayes.html b/users/algorithms/spark-naive-bayes.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/algorithms.html
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diff --git a/users/basics/algorithms.html b/users/basics/algorithms.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/collections.html
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diff --git a/users/basics/collections.html b/users/basics/collections.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/collocations.html
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diff --git a/users/basics/collocations.html b/users/basics/collocations.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/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
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+++ b/users/basics/creating-vectors-from-text.html
@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/creating-vectors.html
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diff --git a/users/basics/creating-vectors.html b/users/basics/creating-vectors.html
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--- a/users/basics/creating-vectors.html
+++ b/users/basics/creating-vectors.html
@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/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
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/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
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--- a/users/basics/independent-component-analysis.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/mahout-collections.html
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diff --git a/users/basics/mahout-collections.html b/users/basics/mahout-collections.html
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/mahoutintegration.html
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diff --git a/users/basics/mahoutintegration.html b/users/basics/mahoutintegration.html
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/matrix-and-vector-needs.html
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diff --git a/users/basics/matrix-and-vector-needs.html b/users/basics/matrix-and-vector-needs.html
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/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
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@@ -69,8 +69,8 @@
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

http://git-wip-us.apache.org/repos/asf/mahout/blob/c61c6c54/users/basics/quickstart.html
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diff --git a/users/basics/quickstart.html b/users/basics/quickstart.html
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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">
<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/buildingmahout">Building Mahout from Source</a>
+ <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a>


<a class="dropdown-item" href="/developers/release-notes/">Release Notes</a>

g***@apache.org

2018-06-18 19:53:41 UTC

Permalink

Repository: mahout
Updated Branches:
refs/heads/asf-site c61c6c545 -> 5829ad890

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/5829ad89
Tree: http://git-wip-us.apache.org/repos/asf/mahout/tree/5829ad89
Diff: http://git-wip-us.apache.org/repos/asf/mahout/diff/5829ad89

Branch: refs/heads/asf-site
Commit: 5829ad890d69cb2f1a0180562eb2864e6d6fa7a8
Parents: c61c6c5
Author: jenkins <***@apache.org>
Authored: Mon Jun 18 19:53:35 2018 +0000
Committer: jenkins <***@apache.org>
Committed: Mon Jun 18 19:53:35 2018 +0000

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feed.xml | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
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http://git-wip-us.apache.org/repos/asf/mahout/blob/5829ad89/feed.xml
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diff --git a/feed.xml b/feed.xml
index 808f875..b659dfa 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>2018-06-18T15:46:29+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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>
+<?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">
<p>We’ve launced a new website, (a HUUUGE special thanks to David Miller from <a href="http://startbootstrap.com">StartBootstrap.com</a>).</p>

<p>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:</p>