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+
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Overview</a></li>
+                <li class="nav-header">Engines</li>
+                <li><a href="/users/sparkbindings/home.html">Spark</a></li>
+                <li><a 
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+                <li><a 
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+                <li class="nav-header">References</li>
+                <li><a 
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Reference</a></li>
+                <li><a 
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Reference</a></li>
+                <li class="nav-header">Tutorials</li>
+                <li><a 
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to build an app</a></li>
+                <li><a 
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classifier in Mahout's Spark Shell</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
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+                <li><a href="/users/basics/algorithms.html">List of 
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+                <li class="nav-header">Distributed Matrix Decomposition</li>
+                <li><a href="/users/algorithms/d-qr.html">Cholesky QR</a></li>
+                <li><a href="/users/algorithms/d-ssvd.html">SSVD</a></li>
+                <li><a href="/users/algorithms/d-als.html">Distributed 
ALS</a></li>
+                <li><a href="/users/algorithms/d-spca.html">SPCA</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
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+                <li><a 
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+                <li class="nav-header">Classification</li>
+                <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
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+            </ul>
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+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">MapReduce Basics<b class="caret"></b></a>
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+                <li><a href="/users/basics/algorithms.html">List of 
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+                <li><a href="/users/basics/quickstart.html">Overview</a>
+                <li class="divider"></li>
+                <li class="nav-header">Working with text</li>
+                <li><a 
href="/users/basics/creating-vectors-from-text.html">Creating vectors from 
text</a>
+                <li><a href="/users/basics/collocations.html">Collocations</a>
+                <li class="divider"></li>
+                <li class="nav-header">Dimensionality reduction</li>
+                <li><a 
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+                <li><a href="/users/dim-reduction/ssvd.html">Stochastic 
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+                <li class="divider"></li>
+                <li class="nav-header">Topic Models</li>
+                <li><a 
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+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
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+                <li><a href="/users/classification/bayesian.html">Naive 
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+                <li><a 
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Models</a></li>
+                <li><a 
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(Single Machine)</a></li>
+                <li><a 
href="/users/classification/partial-implementation.html">Random Forest</a></li>
+                <li class="nav-header">Classification Examples</li>
+                <li><a 
href="/users/classification/breiman-example.html">Breiman example</a></li>
+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
href="/users/classification/bankmarketing-example.html">SGD classifier bank 
marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
parser and classifier</a></li>
+                <li class="nav-header">Clustering</li>
+                <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-clustering.html">Canopy</a></li>
+                <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                <li><a 
href="/users/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a></li>
+                <li class="nav-header">Cluster Post processing</li>
+                <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
+                <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
+                <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
recommendations<br/> with Hadoop</a></li>
+                <li><a href="/users/recommender/intro-als-hadoop.html">Intro 
to ALS recommendations<br/> with Hadoop</a></li>
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+ <div id="sidebar">
+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
+               <li>
+<a class="twitter-timeline" href="https://twitter.com/ApacheMahout"; 
data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
+<script>!function(d,s,id){var 
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+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <h1 id="version-control-access">Version control access</h1>
+
+<p>The Mahout source is mirrored in the <strong><a 
href="https://github.com/apache/mahout";>Apache Mahout GitHub</a></strong> 
repository.</p>
+
+<p><a name="VersionControl-WebAccess(read-only)"></a></p>
+<h2 id="web-access-read-only">Web Access (read-only)</h2>
+
+<p>The source code can be browsed via the Web at <a 
href="https://github.com/apache/mahout";>https://github.com/apache/mahout</a>.</p>
+
+<p><a name="VersionControl-AnonymousAccess(read-only)"></a></p>
+<h2 id="anonymous-access-read-only">Anonymous Access (read-only)</h2>
+
+<p>The Git URL for anonymous users is <a 
href="https://github.com/apache/mahout.git";>https://github.com/apache/mahout.git</a>.</p>
+
+<p><a name="VersionControl-CommitterAccess(read-write)"></a></p>
+<h2 id="committer-access-read-write">Committer Access (read-write)</h2>
+
+<p>The Git URL for committers is <a 
href="https://git-wip-us.apache.org/repos/asf/mahout.git";>https://git-wip-us.apache.org/repos/asf/mahout.git</a>.</p>
+
+<h2 id="mahout-website">Mahout Website</h2>
+<p>The Mahout website resides in the <a 
href="https://svn.apache.org/viewvc/mahout/site";>Apache SVN repository</a>.</p>
+
+<p>The SVN URL for the Mahout site is: <a 
href="https://svn.apache.org/repos/asf/mahout/site";>https://svn.apache.org/repos/asf/mahout/site</a>.</p>
+
+<p>The Mahout website can be edited via the <a 
href="http://www.apache.org/dev/cms.html";>ASF CMS Editor</a> or by checking out 
the source locally from SVN.  A handy tool for publising the website locally 
while editing is available <a 
href="https://gist.github.com/tuxdna/11223434";>here</a>.</p>
+
+<p><a name="VersionControl-Issues"></a></p>
+<h2 id="issues">Issues</h2>
+
+<p>All bugs, improvements, <a 
href="http://mahout.apache.org/developers/github.html";>pull requests</a>, etc. 
should be logged in our <a 
href="https://mahout.apache.org/developers/issue-tracker.html";>issue 
tracker</a>.</p>
+
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014-2016 The Apache Software Foundation, Licensed 
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+        the <a href="http://www.apache.org/licenses/LICENSE-2.0";>Apache 
License, Version 2.0</a>.
+        <br />
+                 Apache Mahout, Mahout, Apache, the Apache feather logo, and 
the elephant rider logo are either registered trademarks or trademarks of <a 
href="http://www.apache.org/foundation/marks/";>The Apache Software 
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+

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+        data mining introduction, data mining software,
+        data mining techniques, data representation, data set, datamining,
+        feature extraction, fuzzy k means, genetic algorithm, hadoop,
+        hierarchical clustering, high dimensional, introduction to data 
mining, kmeans,
+        knowledge discovery, learning approach, learning approaches, learning 
methods,
+        learning techniques, lucene, machine learning, machine translation, 
mahout apache,
+        mahout taste, map reduce hadoop, mining data, mining methods, naive 
bayes,
+        natural language processing,
+        supervised, text mining, time series data, unsupervised, web data 
mining">
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Bindings Overview</a></li>
+                <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
+                <li><a 
href="/users/flinkbindings/playing-with-samsara-flink.html">Flink Bindings 
Overview</a></li>
+                <li class="nav-header">Engines</li>
+                <li><a href="/users/sparkbindings/home.html">Spark</a></li>
+                <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
+                <li><a 
href="/users/flinkbindings/flink-internals.html">Flink</a></li>
+                <li class="nav-header">References</li>
+                <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                <li><a 
href="/users/environment/out-of-core-reference.html">Distributed Algebraic DSL 
Reference</a></li>
+                <li class="nav-header">Tutorials</li>
+                <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
+                <li><a href="/users/environment/how-to-build-an-app.html">How 
to build an app</a></li>
+                <li><a 
href="/users/environment/classify-a-doc-from-the-shell.html">Building a text 
classifier in Mahout's Spark Shell</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li class="nav-header">Distributed Matrix Decomposition</li>
+                <li><a href="/users/algorithms/d-qr.html">Cholesky QR</a></li>
+                <li><a href="/users/algorithms/d-ssvd.html">SSVD</a></li>
+                <li><a href="/users/algorithms/d-als.html">Distributed 
ALS</a></li>
+                <li><a href="/users/algorithms/d-spca.html">SPCA</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/algorithms/recommender-overview.html">Recommender Overview</a></li>
+                <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">MapReduce Basics<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li><a href="/users/basics/quickstart.html">Overview</a>
+                <li class="divider"></li>
+                <li class="nav-header">Working with text</li>
+                <li><a 
href="/users/basics/creating-vectors-from-text.html">Creating vectors from 
text</a>
+                <li><a href="/users/basics/collocations.html">Collocations</a>
+                <li class="divider"></li>
+                <li class="nav-header">Dimensionality reduction</li>
+                <li><a 
href="/users/dim-reduction/dimensional-reduction.html">Singular Value 
Decomposition</a></li>
+                <li><a href="/users/dim-reduction/ssvd.html">Stochastic 
SVD</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Topic Models</li>
+                <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/classification/bayesian.html">Naive 
Bayes</a></li>
+                <li><a 
href="/users/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
+                <li><a 
href="/users/classification/logistic-regression.html">Logistic Regression 
(Single Machine)</a></li>
+                <li><a 
href="/users/classification/partial-implementation.html">Random Forest</a></li>
+                <li class="nav-header">Classification Examples</li>
+                <li><a 
href="/users/classification/breiman-example.html">Breiman example</a></li>
+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
href="/users/classification/bankmarketing-example.html">SGD classifier bank 
marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
parser and classifier</a></li>
+                <li class="nav-header">Clustering</li>
+                <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-clustering.html">Canopy</a></li>
+                <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                <li><a 
href="/users/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a></li>
+                <li class="nav-header">Cluster Post processing</li>
+                <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
+                <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
+                <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
recommendations<br/> with Hadoop</a></li>
+                <li><a href="/users/recommender/intro-als-hadoop.html">Intro 
to ALS recommendations<br/> with Hadoop</a></li>
+            </ul>
+        </li>
+        <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+          <ul class="dropdown-menu">
+
+          </ul> -->
+        </li>
+    </ul>
+</div><!--/.nav-collapse -->
+        </div>
+      </div>
+    </div>
+
+</div>
+
+ <div id="sidebar">
+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
+               <li>
+<a class="twitter-timeline" href="https://twitter.com/ApacheMahout"; 
data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
+<script>!function(d,s,id){var 
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+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <h1 id="intro">Intro</h1>
+
+<p>This page is a place for info about talks (past and upcoming), tutorials, 
articles, books, slides, PDFs, discussions, etc. about Mahout. No endorsements 
are implied or
+given.</p>
+
+<h1 id="books">Books</h1>
+
+<h2 id="mahout-specific">Mahout specific</h2>
+
+<ul>
+  <li><a 
href="http://www.weatheringthroughtechdays.com/2016/02/mahout-samsara-book-is-out.html";>Apache
 Mahout: Beyond MapReduce</a> by Dmitriy Lyubimov and Andrew Palumbo published 
Feb 2016. Covers new features in Mahout “Samsara” releases (0.10, 
0.11+).</li>
+  <li><a href="http://www.packtpub.com/apache-mahout-cookbook/book";>Apache 
Mahout cookbook</a>- Book by Piero Giacomelli published Dec 2013 by 
Packtpub.</li>
+  <li><a href="http://www.manning.com/owen/";>Mahout in Action</a> - Book by 
Sean Owen, Robin Anil, Ted Dunning and Ellen Friedman published Oct 2011 by 
Manning Publications.</li>
+  <li><a href="http://www.manning.com/ingersoll/";>Taming Text</a> - By Grant 
Ingersoll and Tom Morton, published by Manning Publications. Will have some 
Mahout coverage, but by no means as complete as Mahout in Action.</li>
+</ul>
+
+<h2 id="engineering-oriented-machine-learning-books">Engineering oriented 
machine learning books</h2>
+
+<ul>
+  <li><a 
href="http://www.amazon.com/Collective-Intelligence-Action-Satnam-Alag/dp/1933988312/ref=pd_bbs_sr_3?ie=UTF8&amp;s=books&amp;qid=1214545249&amp;sr=1-3";>Collective
 Intelligence in Action</a></li>
+  <li><a 
href="http://www.amazon.com/Programming-Collective-Intelligence-Building-Applications/dp/0596529325/ref=pd_bbs_sr_1/104-1017533-9408723?ie=UTF8&amp;s=books&amp;qid=1214593516&amp;sr=1-1";>Programming
 Collective Intelligence</a></li>
+  <li><a 
href="http://www.amazon.com/Algorithms-Intelligent-Web-Haralambos-Marmanis/dp/1933988665/ref=sr_1_1?s=books&amp;ie=UTF8&amp;qid=1298005918&amp;sr=1-1";>Algorithms
 of the Intelligent Web</a></li>
+</ul>
+
+<h2 id="scientific-background">Scientific background</h2>
+
+<ul>
+  <li><a href="http://www.cs.waikato.ac.nz/~ml/weka/book.html";>Data Mining: 
Practical Machine Learning Tools and Techniques</a></li>
+  <li><a href="http://www-nlp.stanford.edu/IR-book/";>Introduction to 
Information Retrieval</a></li>
+  <li><a 
href="http://www.amazon.com/Machine-Learning-Mcgraw-Hill-International-Edit/dp/0071154671/ref=pd_bbs_sr_1?ie=UTF8&amp;s=books&amp;qid=1214593709&amp;sr=8-1";>Machine
 Learning</a></li>
+  <li><a 
href="http://www.amazon.com/Pattern-Recognition-Learning-Information-Statistics/dp/0387310738/ref=pd_bbs_sr_2?ie=UTF8&amp;s=books&amp;qid=1214593709&amp;sr=8-2";>Pattern
 Recognition and Machine Learning (Information Science and Statistics) </a></li>
+</ul>
+
+<h1 id="news-articles-and-tutorials">News, Articles and Tutorials</h1>
+
+<ul>
+  <li><a 
href="http://www.weatheringthroughtechdays.com/2015/04/mahout-010x-first-mahout-release-as.html";>Mahout
 0.10.x: first Mahout release as a programming environment</a></li>
+  <li><a 
href="http://soleami.com/blog/comparing-document-classification-functions-of-lucene-and-mahout.html";>Comparing
 Document Classification Functions of Lucene and Mahout</a></li>
+  <li><a 
href="http://www.ibm.com/developerworks/java/library/j-mahout-scaling/";>Apache 
Mahout: Scalable Machine Learning for Everyone</a></li>
+  <li><a 
href="http://emmaespina.wordpress.com/2011/04/26/ham-spam-and-elephants-or-how-to-build-a-spam-filter-server-with-mahout/";>How
 to build a spam filter server with Mahout</a> - Applying classification on a 
live server - April 2011</li>
+  <li><a 
href="http://ssc.io/deploying-a-massively-scalable-recommender-system-with-apache-mahout/";>Deploying
 a massively scalable recommender system with Apache Mahout</a> - Blogpost of 
Sebastian Schelter in April 2011</li>
+  <li><a href="http://www.redmonk.com/cote/2010/11/04/makeall013/";>Apache 
Mahout &amp; the commoditization of machine learning </a> - Podcast interview 
with Grant Ingersoll at ApacheCon 2010</li>
+  <li><a href="http://isabel-drost.de/hadoop/slides/devoxx.pdf";>Apache Mahout 
0.4 mit neuen Algorithmen</a> - published after the 0.4 release by heise Open/ 
Developer, November 2010</li>
+  <li><a href="http://www.infoq.com/news/2009/04/mahout";>Mahout on InfoQ</a> - 
Interview with Grant Ingersoll on InfoQ</li>
+  <li><a 
href="http://www.cloudera.com/blog/2009/04/21/hadoop-uk-user-group-meeting/";>Mahout
 in the Cloudera weblog</a> - published after the Hadoop user group UK.</li>
+  <li><a 
href="http://blog.athico.com/2008/08/machine-learning-and-apache-mahout.html";>Mahout
 in the Drools weblog</a> - Michael Neale published an article on Mahout in the 
drools weblog</li>
+  <li><a 
href="https://www.ibm.com/developerworks/java/library/j-mahout/index.html";>Introducing
 Apache Mahout</a> - Grant Ingersoll - Intro to Apache Mahout focused on 
clustering, classification and collaborative filtering. Japanese translation 
available at: <a 
href="http://www.ibm.com/developerworks/jp/java/library/j-mahout/";>http://www.ibm.com/developerworks/jp/java/library/j-mahout/</a></li>
+  <li><a 
href="http://philippeadjiman.com/blog/2009/11/11/flexible-collaborative-filtering-in-java-with-mahout-taste/";>Flexible
 Collaborative Filtering In Java With Mahout Taste</a> - Philippe Adjiman - 
Quick starting guide on how to use the collaborative filtering package of 
Mahout (called Taste) to quickly and flexibly create, test and compare tailored 
recommendation engines.</li>
+  <li><a 
href="http://www.lucidimagination.com/blog/2010/03/16/integrating-apache-mahout-with-apache-lucene-and-solr-part-i-of-3/";>Integrating
 Mahout with Lucene and Solr</a> Three part series on ways to integrate Mahout 
with Lucene and Solr</li>
+  <li><a href="https://www.youtube.com/watch?v=yD40rVKUwPI";>Mahout Item 
Recommender Tutorial using Java and Eclipse</a> - YouTube video tutorial by 
Steve Cook</li>
+</ul>
+
+<h1 id="courseworklectures">Coursework/Lectures</h1>
+
+<ul>
+  <li><a 
href="http://videolectures.net/mlss05us_chicago/";>http://videolectures.net/mlss05us_chicago/</a></li>
+  <li><a 
href="http://videolectures.net/mlas06_pittsburgh/";>http://videolectures.net/mlas06_pittsburgh/</a></li>
+  <li><a 
href="http://see.stanford.edu/see/lecturelist.aspx?coll=348ca38a-3a6d-4052-937d-cb017338d7b1";>Stanford
 Lectures on Machine Learning by Andrew Ng</a></li>
+  <li><a 
href="https://docs.google.com/open?id=0ByhGL2_SCeitMDQ3OTczNjItM2ZjYi00ZDg5LWE0MzItZGQxODQ5NzkzYjNj";>CMU@Qatar
 Introduction to Mahout lecture</a></li>
+</ul>
+
+<h1 id="talks">Talks</h1>
+
+<p>In reverse chronological order, so that most recent talks are at the top</p>
+
+<ul>
+  <li>[Distributed Machine Learning with Apache Mahout] Suneel Marthi at 
Apache Big Data North America, Vancouver, Canada, May 11, 2016 and MapR 
Washington DC Big Data Everywhere, Tysons, VA, June 2 2016</li>
+  <li><a 
href="http://www.slideshare.net/FlinkForward/sebastian-schelter-distributed-machine-learing-with-the-samsara-dsl";>Declarative
 Machine Learning with the Samsara DSL</a> Sebastian Schelter at Flink Forward 
Conference, Berlin Germany, October 2015.</li>
+  <li><a 
href="http://www.slideshare.net/sscdotopen/bringing-algebraic-semantics-to-mahout";>Bringing
 Algebraic Semantics to Mahout</a> Sebastian Schelter at HPI Infolunch, Potsdam 
Germany, May 2014</li>
+  <li>Mahout Spark and Scala bindings: Bringing Algebraic Semantics (<a 
href="http://www.slideshare.net/DmitriyLyubimov/mahout-scala-and-spark-bindings";>slides</a>/<a
 href="http://youtu.be/h9dpmvNW1Dw";>video</a>) - Dmitriy Lyubimov at Mahout 
Meetup, April 17, 2014.</li>
+  <li>Mahout Future Directions - Ted Dunning, Suneel Marthi, Sebastian 
Schelter at Hadoop Summit Europe 2014, Amsterdam, April 3, 2014</li>
+  <li>Building Recommender Systems for Mere-Mortals - Sebastian Schelter at 
Researchgate Developer Day, Berlin, November 2013</li>
+  <li>Recommendations with Apache Mahout - Sebastian Schelter at IBM Almaden 
Research Center, San Jose, September 2013</li>
+  <li><a 
href="http://de.slideshare.net/sscdotopen/next-directions-in-mahouts-recommenders";>Next
 Directions in Mahout’s Recommenders</a> - Sebastian Schelter at Bay Area 
Mahout Meetup, Redwood City, August 2013</li>
+  <li><a 
href="http://de.slideshare.net/sscdotopen/new-directions-in-mahouts-recommenders";>New
 Directions in Mahout’s Recommenders</a> - Sebastian Schelter at Recommender 
Systems Get Together Berlin, April 2013</li>
+  <li><a 
href="http://www.slideshare.net/VaradMeru/introduction-to-mahout-and-machine-learning";>Introduction
 to Mahout and Machine Learning</a> - Slides by Varad Meru, Software 
Development Engineer at Orzota. July 27th, 2013.</li>
+  <li><a 
href="http://de.slideshare.net/sscdotopen/introduction-to-collaborative-filtering-with-apache-mahout";>An
 Introduction to Collaborative Filtering with Apache Mahout</a> - Sebastian 
Schelter at Recommender Systems Challenge Workshop in conjunction with ACM 
RecSys 2012, Dublin, September 2012</li>
+  <li><a 
href="https://github.com/ManuelB/facebook-recommender-demo/raw/master/docs/Talk-BedCon-Berlin-2012.pdf";>How
 to build a recommender system based on Mahout and JavaEE</a> - Slides by 
Manuel Blechschmidt at Berlin Expert Days March, 2012.</li>
+  <li><a href="http://lanyrd.com/2011/apachecon-north-america/skdtb/";>Apache 
Mahout for intelligent data analysis</a> - Slides from Isabel Drost at Apache 
Con NA November, 2011.</li>
+  <li><a href="http://lanyrd.com/2011/apachecon-north-america/skdrk/";>Dr. 
Mahout: Analyzing clinical data using scalable and distributed computing</a> - 
Slides from Shannon Quinn at Apache Con NA November, 2011.</li>
+  <li>Frank Scholten at Berlin Buzzwords on June 7, 2011.</li>
+  <li>Introduction to Collaborative Filtering using Mahout (updated) - Talk by 
Sean Owen at the London Hadoop User Group on April 14, 2011.</li>
+  <li><a 
href="http://www.meetup.com/LA-HUG/pages/Video_from_March_16th_LA-HUG_Ted_Dunning_Mahout";>Cool
 Tricks with Classifiers</a> - Talk by Ted Dunning at the Los Angeles HUG 
talking about Mahout classifiers on March 16, 2011.</li>
+  <li>First Mahout Hackathon, Berlin, March 2011</li>
+  <li><a 
href="http://blog.jteam.nl/2011/01/13/announcement-lucene-nl-mahout-meetup-with-isabel-drost-feb-7/";>Mahout
 meetup</a> - there were two talks at the Apache Mahout meetup at JTeam in 
Amsterdam, February 2011. <a 
href="http://isabel-drost.de/hadoop/slides/jteam.pdf";>intro slides</a></li>
+  <li><a 
href="http://www.fosdem.org/2011/schedule/event/mahoutclustering.html";>Mahout 
clustering </a> - Talk on Mahout clustering at data dev room FOSDEM, February 
2011.</li>
+  <li>Scaling Data Analysis with Apache Mahout - talk on Mahout at O’Reilly 
Strata, February 2011.</li>
+  <li><a 
href="http://www.slideshare.net/jaganadhg/mahout-tutorial-fossmeet-nitc";>Practical
 Machine Learning</a> - Slides from Biju B and Jaganadh G, FOSSMEET-NITC, 
Calicut, India, February 2011.</li>
+  <li><a href="http://www.javaedge.com/jedge/pdf/Mahout.pdf";>Mahout at 
AlphaCSPs The Edge 2010 (pdf)</a> - <a 
href="http://www.slideshare.net/arikogan/mahouts-presentation-at-alphacsps-the-edge-2010";>slideshare</a>
 - Slides from <a href="http://il.linkedin.com/in/arielkogan";>Ariel Kogan</a> 
AlphaCSP’s The Edge, December 2010.</li>
+  <li><a href="http://isabel-drost.de/hadoop/slides/devoxx.pdf";>Intelligent 
data analysis with Apache Mahout</a> - Slides from Isabel Drost, Devoxx 
Antwerp, November 2010.</li>
+  <li><a href="http://isabel-drost.de/hadoop/slides/codebits.pdf";>Apache 
Mahout introduction</a> - Slides from Isabel Drost, codebits Lisbon, November 
2010.</li>
+  <li><a href="http://isabel-drost.de/hadoop/slides/apachecon_2010.pdf";>Apache 
Mahout - Making Data Analysis Easy</a> - Slides from Isabel Drost, Apache Con 
US Atlanta, November 2010.</li>
+  <li><a href="http://www.slideshare.net/jaganadhg/bck9";>Practical Machine 
Learning</a> - Slides from Jaganadh G, BarCamp Kerala 9, November 2010.</li>
+  <li><a href="http://www.slideshare.net/tdunning/sdforum-11042010";>Mahout and 
its new classification framework</a> - Slides from Ted Dunning, SDForum, 
November 2010.</li>
+  <li><a href="http://www.slideshare.net/sscdotopen/mahoutcf";>Distributed 
Item-based Collaborative Filtering with Apache Mahout</a> - Slides from 
Sebastian Schelter, Hadoop Get Together Berlin, October 2010.</li>
+  <li><a href="http://isabel-drost.de/hadoop/slides/HMM.pdf";>Hidden Markov 
Models for Mahout</a> - Slides from Max Heimel, Hadoop Get Together Berlin, 
October 2010.</li>
+  <li><a 
href="http://www.slideshare.net/robinanil/oscon-apache-mahout-mammoth-scale-machine-learning";>Apache
 Mahout Mammoth Scale Machine Learning </a> - Slides from Robin Anil, OSCON 
2010.</li>
+  <li><a href="http://slidesha.re/9LxOIu";>Intro to Apache Mahout</a> - Slides 
from Grant Ingersoll,  RTP Semantic Web Group.</li>
+  <li><a 
href="http://www.slideshare.net/ydn/3-biometric-hadoopsummit2010";>Case study: 
Biometric Databases and Hadoop </a> - Slides from Jason Trost, Hadoop Summit 
2010.</li>
+  <li><a 
href="http://www.slideshare.net/hadoopusergroup/mail-antispam?from=ss_embed";>Spam
 Fighting at Yahoo</a></li>
+  <li><a 
href="http://www.slideshare.net/hadoopusergroup/bixo-hug-talk?from=ss_embed";>Web
 Mining with Ken Krugler</a></li>
+  <li><a 
href="http://berlinbuzzwords.wikidot.com/local--files/links-to-slides/ingersoll_bbuzz2010.pdf";>Keynote
 on intelligent search</a> - Slides from Grant Ingersoll, Berlin Buzzwords, 
June 2010.</li>
+  <li><a 
href="http://berlinbuzzwords.wikidot.com/local--files/links-to-slides/owen_bbuzz2010.pdf";>Simple
 co-occurrence-based recommendation on Hadoop</a> - Slides from Sean Owen, 
Berlin Buzzwords, June, 2010.</li>
+  <li><a 
href="http://berlinbuzzwords.wikidot.com/local--files/links-to-slides/scholten_bbuzz2010.odp";>Introduction
 to Collaborative Filtering using Mahout</a> - Slides from Frank Scholten, 
Berlin Buzzwords, June, 2010.</li>
+  <li><a 
href="http://lucene.grantingersoll.com/2010/02/16/trijug-intro-to-mahout-slides-and-demo-examples/";>Introduction
 to Scalable Machine Learning</a> - Slides and demos from Grant Ingersoll, 
March, 2010.</li>
+  <li>Mahout @ India Hadoop Summit - Slides from a 1 hour talk on Mahout at 
the India Hadoop Summit by Robin Anil, February 2010.</li>
+  <li><a 
href="http://www.isabel-drost.de/hadoop/slides/opensourceexpo09.pdf";>Mahout in 
10 minutes</a> - Slides from a 10 min intro to Mahout at the Map Reduce 
tutorial by David Zülke at Open Source Expo in Karlsruhe, Isabel Drost, 
November 2009.</li>
+  <li><a 
href="http://www.isabel-drost.de/hadoop/slides/apacheconus2009.pdf";>Mahout at 
Apache Con US </a> - Slides from a talk on “Going from raw data to 
information” (with Mahout) at Apache Con US in Oakland, Isabel Drost, 
November 2009.</li>
+  <li><a 
href="http://www.isabel-drost.de/hadoop/slides/froscon2009.pdf";>Mahout at 
FrOSCon</a> - Slides from a talk on Mahout at FrOSCon in Sankt Augustin, Isabel 
Drost, August 2009.</li>
+  <li><a href="http://www.isabel-drost.de/hadoop/slides/dai.pdf";>Mahout at DAI 
group TU Berlin</a> - Slides from a talk on Mahout at the DAI Laboratories TU 
Berlin, Isabel Drost, July 2009.</li>
+  <li><a href="http://www.isabel-drost.de/hadoop/slides/ulf.pdf";>Mahout at 
Machine Learning Group TU Berlin</a> - Slides from a talk on Hadoop with some 
detour to Mahout at the Machine</li>
+  <li>Learning Group of Prof. Dr. Klaus-Robert Müller at TU Berlin, Isabel 
Drost, June 2009.</li>
+  <li><a href="http://www.isabel-drost.de/hadoop/slides/google.pdf";>Mahout at 
Google Zürich</a> - Slides from a Google tech-talk on the past, present and 
future of Mahout, Isabel Drost, May 2009.</li>
+  <li><a 
href="http://static.last.fm/johan/huguk-20090414/isabel_drost-introducing_apache_mahout.pdf";>Hadoop
 user group UK</a> - Slides from a talk on April 14, 2009 at the Hadoop User 
Group UK in London, Isabel Drost, April 2009.</li>
+  <li><a 
href="http://cwiki.apache.org/confluence/download/attachments/88410/SDForum.pdf";>BI
 Over Petabytes: Meet Apache Mahout</a> - Slides from a talk by Jeff Eastman on 
April 21, 2009 at the Bay Area SD Forum Business Intelligence SIG meeting at 
SAP in Palo Alto, CA.</li>
+  <li>Lucene Meetup and Apache Barcamp in Amsterdam, March 2009.</li>
+  <li>BarCampRDU - (Raleigh) on Aug. 2, 2008</li>
+  <li>Introducing Mahout: Apache Machine Learning - Committer Grant Ingersoll 
gave a gentle introduction to Mahout and Machine Learning at ApacheCon in 
November (3rd through 7th) in New Orleans, USA.</li>
+  <li>Mahout: Scaling Machine Learning - Introduction to Mahout and machine 
learning at FrOSCon in Sankt Augustin/Germany, Isabel Drost, August 2008.  (<a 
href="http://cwiki.apache.org/confluence/download/attachments/88410/froscon.pdf";>slides</a>)</li>
+  <li>Mahout: Scalable Machine Learning - An introduction to Mahout and 
machine learning at the first German Hadoop gathering in newthinking store/ 
Berlin, Isabel Drost, July 2008.</li>
+  <li>Apache Mahout: Industrial Strength Machine Learning - Committer Jeff 
Eastman gave an introduction to Mahout at Yahoo!, May 2008</li>
+  <li><a 
href="http://people.apache.org/~berndf/openexpode08-lucene-talk.pdf";>Apache 
Lucene - Mach’s wie Google</a> - Bernd Fondermann presented an overview of 
the Apache Lucene project,</li>
+  <li>including Mahout at Open Source Expo 2008 in Karlsruhe, May 2008.</li>
+  <li>Apache Mahout: Bringing Machine Learning to Industrial Strength - 
Committer Isabel Drost gave a Fast Feather introduction the the new project 
Mahout at Apache Con EU April, 2008</li>
+</ul>
+
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014-2016 The Apache Software Foundation, Licensed 
under
+        the <a href="http://www.apache.org/licenses/LICENSE-2.0";>Apache 
License, Version 2.0</a>.
+        <br />
+                 Apache Mahout, Mahout, Apache, the Apache feather logo, and 
the elephant rider logo are either registered trademarks or trademarks of <a 
href="http://www.apache.org/foundation/marks/";>The Apache Software 
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+

http://git-wip-us.apache.org/repos/asf/mahout/blob/0e718ec9/website/oldsite/_site/general/downloads.html
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+
+
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+                <li><a href="/general/who-we-are.html">Who we are</a>
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target="_blank">Code quality reports</a></li>
+                <li class="divider"></li>
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+                <li><a href="/developers/how-to-contribute.html">How to 
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list</a></li>
+                <li><a href="/developers/github.html">Handling Github 
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+                <li><a href="/developers/how-to-release.html">How to 
release</a></li>
+                <li><a href="/developers/thirdparty-dependencies.html">Third 
party dependencies</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout-Samsara<b class="caret"></b></a>
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+                <li><a href="/users/sparkbindings/home.html">Scala &amp; Spark 
Bindings Overview</a></li>
+                <li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
+                <li><a 
href="/users/flinkbindings/playing-with-samsara-flink.html">Flink Bindings 
Overview</a></li>
+                <li class="nav-header">Engines</li>
+                <li><a href="/users/sparkbindings/home.html">Spark</a></li>
+                <li><a 
href="/users/environment/h2o-internals.html">H2O</a></li>
+                <li><a 
href="/users/flinkbindings/flink-internals.html">Flink</a></li>
+                <li class="nav-header">References</li>
+                <li><a 
href="/users/environment/in-core-reference.html">In-Core Algebraic DSL 
Reference</a></li>
+                <li><a 
href="/users/environment/out-of-core-reference.html">Distributed Algebraic DSL 
Reference</a></li>
+                <li class="nav-header">Tutorials</li>
+                <li><a 
href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark 
Shell</a></li>
+                <li><a href="/users/environment/how-to-build-an-app.html">How 
to build an app</a></li>
+                <li><a 
href="/users/environment/classify-a-doc-from-the-shell.html">Building a text 
classifier in Mahout's Spark Shell</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li class="nav-header">Distributed Matrix Decomposition</li>
+                <li><a href="/users/algorithms/d-qr.html">Cholesky QR</a></li>
+                <li><a href="/users/algorithms/d-ssvd.html">SSVD</a></li>
+                <li><a href="/users/algorithms/d-als.html">Distributed 
ALS</a></li>
+                <li><a href="/users/algorithms/d-spca.html">SPCA</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/algorithms/recommender-overview.html">Recommender Overview</a></li>
+                <li><a 
href="/users/algorithms/intro-cooccurrence-spark.html">Intro to 
cooccurrence-based<br/> recommendations with Spark</a></li>
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/algorithms/spark-naive-bayes.html">Spark 
Naive Bayes</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">MapReduce Basics<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                <li><a href="/users/basics/quickstart.html">Overview</a>
+                <li class="divider"></li>
+                <li class="nav-header">Working with text</li>
+                <li><a 
href="/users/basics/creating-vectors-from-text.html">Creating vectors from 
text</a>
+                <li><a href="/users/basics/collocations.html">Collocations</a>
+                <li class="divider"></li>
+                <li class="nav-header">Dimensionality reduction</li>
+                <li><a 
href="/users/dim-reduction/dimensional-reduction.html">Singular Value 
Decomposition</a></li>
+                <li><a href="/users/dim-reduction/ssvd.html">Stochastic 
SVD</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Topic Models</li>
+                <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li class="nav-header">Classification</li>
+                <li><a href="/users/classification/bayesian.html">Naive 
Bayes</a></li>
+                <li><a 
href="/users/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
+                <li><a 
href="/users/classification/logistic-regression.html">Logistic Regression 
(Single Machine)</a></li>
+                <li><a 
href="/users/classification/partial-implementation.html">Random Forest</a></li>
+                <li class="nav-header">Classification Examples</li>
+                <li><a 
href="/users/classification/breiman-example.html">Breiman example</a></li>
+                <li><a href="/users/classification/twenty-newsgroups.html">20 
newsgroups example</a></li>
+                <li><a 
href="/users/classification/bankmarketing-example.html">SGD classifier bank 
marketing</a></li>
+                <li><a 
href="/users/classification/wikipedia-classifier-example.html">Wikipedia XML 
parser and classifier</a></li>
+                <li class="nav-header">Clustering</li>
+                <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-clustering.html">Canopy</a></li>
+                <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                <li><a 
href="/users/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                <li class="nav-header">Clustering Commandline usage</li>
+                <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                <li class="nav-header">Clustering Examples</li>
+                <li><a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a></li>
+                <li class="nav-header">Cluster Post processing</li>
+                <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
+                <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                <li class="nav-header">Recommendations</li>
+                <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
+                <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
recommendations<br/> with Hadoop</a></li>
+                <li><a href="/users/recommender/intro-als-hadoop.html">Intro 
to ALS recommendations<br/> with Hadoop</a></li>
+            </ul>
+        </li>
+        <!--  <li class="dropdown"> <a href="#" class="dropdown-toggle" 
data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+          <ul class="dropdown-menu">
+
+          </ul> -->
+        </li>
+    </ul>
+</div><!--/.nav-collapse -->
+        </div>
+      </div>
+    </div>
+
+</div>
+
+ <div id="sidebar">
+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
+               <li>
+<a class="twitter-timeline" href="https://twitter.com/ApacheMahout"; 
data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
+<script>!function(d,s,id){var 
js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+"://platform.twitter.com/widgets.js";fjs.parentNode.insertBefore(js,fjs);}}(document,"script","twitter-wjs");</script>
+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Apache Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Apache Hadoop</a></li>
+      <li><a href="http://bigtop.apache.org/";>Apache Bigtop</a></li>
+      <li><a href="http://spark.apache.org/";>Apache Spark</a></li>
+         <li><a href="http://flink.apache.org/";>Apache Flink</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+
+    <p><a name="Downloads-OfficialRelease"></a></p>
+<h1 id="official-release">Official Release</h1>
+<p>Apache Mahout is an official Apache project and thus available from any of
+the Apache mirrors. The latest Mahout release is available for download at:</p>
+
+<ul>
+  <li><a href="http://www.apache.org/dyn/closer.cgi/mahout/";>Download 
Latest</a></li>
+  <li><a href="http://archive.apache.org/dist/mahout/";>Release Archive</a></li>
+</ul>
+
+<h1 id="source-code-for-the-current-snapshot">Source code for the current 
snapshot</h1>
+
+<p>Apache Mahout is mirrored to <a 
href="https://github.com/apache/mahout";>Github</a>. To get all source:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>git clone 
https://github.com/apache/mahout.git mahout
+</code></pre>
+</div>
+
+<h1 id="environment">Environment</h1>
+
+<p>Whether you are using Mahout’s Shell, running command line jobs or using 
it as a library to build your own apps 
+you’ll need to setup several environment variables. 
+Edit your environment in <code 
class="highlighter-rouge">~/.bash_profile</code> for Mac or <code 
class="highlighter-rouge">~/.bashrc</code> for many linux distributions. Add 
the following</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>export 
MAHOUT_HOME=/path/to/mahout
+export MAHOUT_LOCAL=true # for running standalone on your dev machine, 
+# unset MAHOUT_LOCAL for running on a cluster 
+</code></pre>
+</div>
+
+<p>If you are running on Spark you will also need $SPARK_HOME</p>
+
+<p>Make sure to have $JAVA_HOME set also</p>
+
+<h1 id="using-mahout-as-a-library">Using Mahout as a Library</h1>
+
+<p>Running any application that uses Mahout will require installing a binary 
or source version and setting the environment.<br />
+Then add the appropriate setting to your pom.xml or build.sbt following the 
template below.</p>
+
+<p>If you only need the math part of Mahout:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>&lt;dependency&gt;
+    &lt;groupId&gt;org.apache.mahout&lt;/groupId&gt;
+    &lt;artifactId&gt;mahout-math&lt;/artifactId&gt;
+    &lt;version&gt;${mahout.version}&lt;/version&gt;
+&lt;/dependency&gt;
+</code></pre>
+</div>
+
+<p>In case you would like to use some of our integration tooling (e.g. for 
generating vectors from Lucene):</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>&lt;dependency&gt;
+    &lt;groupId&gt;org.apache.mahout&lt;/groupId&gt;
+    &lt;artifactId&gt;mahout-hdfs&lt;/artifactId&gt;
+    &lt;version&gt;${mahout.version}&lt;/version&gt;
+&lt;/dependency&gt;
+</code></pre>
+</div>
+
+<p>In case you are using Ivy, Gradle, Buildr, Grape or SBT you might want to 
directly head over to the official <a 
href="http://mvnrepository.com/artifact/org.apache.mahout/mahout-core";>Maven 
Repository search</a>.</p>
+
+<p><a name="Downloads-FutureReleases"></a></p>
+<h1 id="future-releases">Future Releases</h1>
+
+<p>Official releases are usually created when the developers feel there are
+sufficient changes, improvements and bug fixes to warrant a release. Watch
+the <a 
href="https://mahout.apache.org/general/mailing-lists,-irc-and-archives.html";>Mailing
 lists</a>
+ for latest release discussions and check the Github repo.</p>
+
+
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014-2016 The Apache Software Foundation, Licensed 
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+        the <a href="http://www.apache.org/licenses/LICENSE-2.0";>Apache 
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+        <br />
+                 Apache Mahout, Mahout, Apache, the Apache feather logo, and 
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