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From rawkintr...@apache.org
Subject [20/51] [partial] mahout git commit: WEBSITE rename old-site
Date Sat, 29 Apr 2017 05:08:41 GMT
http://git-wip-us.apache.org/repos/asf/mahout/blob/0e718ec9/website/oldsite/_site/general/mahout-wiki.html
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+
+
+<!DOCTYPE html>
+<!--
+
+    Licensed to the Apache Software Foundation (ASF) under one or more
+    contributor license agreements.  See the NOTICE file distributed with
+    this work for additional information regarding copyright ownership.
+    The ASF licenses this file to You under the Apache License, Version 2.0
+    (the "License"); you may not use this file except in compliance with
+    the License.  You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing, software
+    distributed under the License is distributed on an "AS IS" BASIS,
+    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+    See the License for the specific language governing permissions and
+    limitations under the License.
+-->
+
+<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
+  <title>Apache Mahout: Scalable machine learning and data mining</title>
+  <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
+  <meta name="Distribution" content="Global">
+  <meta name="Robots" content="index,follow">
+  <meta name="keywords" content="apache, apache hadoop, apache lucene,
+        business data mining, cluster analysis,
+        collaborative filtering, data extraction, data filtering, data framework, data integration,
+        data matching, data mining, data mining algorithms, data mining analysis, data mining data,
+        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">
+  <link rel="shortcut icon" type="image/x-icon" href="https://mahout.apache.org/images/favicon.ico">
+  <!--<script type="text/javascript" src="/js/prototype.js"></script>-->
+  <script type="text/javascript" src="https://ajax.googleapis.com/ajax/libs/prototype/1.7.2.0/prototype.js"></script>
+  <script type="text/javascript" src="/assets/themes/mahout-retro/js/effects.js"></script>
+  <script type="text/javascript" src="/assets/themes/mahout-retro/js/search.js"></script>
+  <script type="text/javascript" src="/assets/themes/mahout-retro/js/slides.js"></script>
+
+  <link href="/assets/themes/mahout-retro/css/bootstrap.min.css" rel="stylesheet" media="screen">
+  <link href="/assets/themes/mahout-retro/css/bootstrap-responsive.css" rel="stylesheet">
+  <link rel="stylesheet" href="/assets/themes/mahout-retro/css/global.css" type="text/css">
+
+  <!-- mathJax stuff -- use `\(...\)` for inline style math in markdown -->
+  <script type="text/x-mathjax-config">
+  MathJax.Hub.Config({
+    tex2jax: {
+      skipTags: ['script', 'noscript', 'style', 'textarea', 'pre']
+    }
+  });
+  MathJax.Hub.Queue(function() {
+    var all = MathJax.Hub.getAllJax(), i;
+    for(i = 0; i < all.length; i += 1) {
+      all[i].SourceElement().parentNode.className += ' has-jax';
+    }
+  });
+  </script>
+  <script type="text/javascript">
+    var mathjax = document.createElement('script'); 
+    mathjax.type = 'text/javascript'; 
+    mathjax.async = true;
+
+    mathjax.src = ('https:' == document.location.protocol) ?
+        'https://c328740.ssl.cf1.rackcdn.com/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML' : 
+        'http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML';
+	
+	  var s = document.getElementsByTagName('script')[0]; 
+    s.parentNode.insertBefore(mathjax, s);
+  </script>
+</head>
+
+<body id="home" data-twttr-rendered="true">
+  <div id="wrap">
+   <div id="header">
+    <div id="logo"><a href="/"><img src="/assets/img/mahout-logo-brudman.png" alt="Logos for Mahout and Apache Software Foundation" /></a></div>
+  <div id="search">
+    <form id="search-form" action="http://www.google.com/search" method="get" class="navbar-search pull-right">    
+      <input value="http://mahout.apache.org" name="sitesearch" type="hidden">
+      <input class="search-query" name="q" id="query" type="text">
+      <input id="submission" type="image" src="/assets/img/mahout-lupe.png" alt="Search" />
+    </form>
+  </div>
+ 
+    <div class="navbar navbar-inverse" style="position:absolute;top:133px;padding-right:0px;padding-left:0px;">
+      <div class="navbar-inner" style="border: none; background: #999; border: none; border-radius: 0px;">
+        <div class="container">
+          <button type="button" class="btn btn-navbar" data-toggle="collapse" data-target=".nav-collapse">
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
+          </button>
+          <!-- <a class="brand" href="#">Apache Community Development Project</a> -->
+            <!--<div class="nav-collapse collapse">-->
+<div class="collapse navbar-collapse" id="main-navbar">
+    <ul class="nav navbar-nav">
+        <!-- <li><a href="/">Home</a></li> -->
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">General<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/general/downloads.html">Downloads</a>
+                <li><a href="/general/who-we-are.html">Who we are</a>
+                <li><a href="/general/mailing-lists,-irc-and-archives.html">Mailing Lists</a>
+                <li><a href="/general/release-notes.html">Release Notes</a>
+                <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
+                <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
+                <li><a href="/general/professional-support.html">Professional Support</a>
+                <li class="divider"></li>
+                <li class="nav-header">Resources</li>
+                <li><a href="/general/reference-reading.html">Reference Reading</a>
+                <li><a href="/general/faq.html">FAQ</a>
+                <li class="divider"></li>
+                <li class="nav-header">Legal</li>
+                <li><a href="http://www.apache.org/licenses/">License</a></li>
+                <li><a href="http://www.apache.org/security/">Security</a></li>
+                <li><a href="/general/privacy-policy.html">Privacy Policy</a>
+            </ul>
+        </li>
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Developers<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/developers/developer-resources.html">Developer resources</a></li>
+                <li><a href="/developers/version-control.html">Version control</a></li>
+                <li><a href="/developers/buildingmahout.html">Build from source</a></li>
+                <li><a href="/developers/issue-tracker.html">Issue tracker</a></li>
+                <li><a href="https://builds.apache.org/job/Mahout-Quality/" target="_blank">Code quality reports</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Contributions</li>
+                <li><a href="/developers/how-to-contribute.html">How to contribute</a></li>
+                <li><a href="/developers/how-to-become-a-committer.html">How to become a committer</a></li>
+                <li><a href="/developers/gsoc.html">GSoC</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">For committers</li>
+                <li><a href="/developers/how-to-update-the-website.html">How to update the website</a></li>
+                <li><a href="/developers/patch-check-list.html">Patch check list</a></li>
+                <li><a href="/developers/github.html">Handling Github PRs</a></li>
+                <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>
+            <ul class="dropdown-menu">
+                <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>Apache Mahout is a new Apache TLP project to create scalable, machine
+learning algorithms under the Apache license.</p>
+
+<table>
+  <tbody>
+    <tr>
+      <td>{toc:style=disc</td>
+      <td>minlevel=2}</td>
+    </tr>
+  </tbody>
+</table>
+
+<p><a name="MahoutWiki-General"></a></p>
+<h2 id="general">General</h2>
+<p><a href="overview.html">Overview</a>
+ – Mahout? What’s that supposed to be?</p>
+
+<p><a href="quickstart.html">Quickstart</a>
+ – learn how to quickly setup Apache Mahout for your project.</p>
+
+<p><a href="faq.html">FAQ</a>
+ – Frequent questions encountered on the mailing lists.</p>
+
+<p><a href="developer-resources.html">Developer Resources</a>
+ – overview of the Mahout development infrastructure.</p>
+
+<p><a href="how-to-contribute.html">How To Contribute</a>
+ – get involved with the Mahout community.</p>
+
+<p><a href="how-to-become-a-committer.html">How To Become A Committer</a>
+ – become a member of the Mahout development community.</p>
+
+<p><a href="http://hadoop.apache.org">Hadoop</a>
+ – several of our implementations depend on Hadoop.</p>
+
+<p><a href="http://mloss.org/software/">Machine Learning Open Source Software</a>
+ – other projects implementing Open Source Machine Learning libraries.</p>
+
+<p><a href="mahoutname.html">Mahout – The name, history and its pronunciation</a></p>
+
+<p><a name="MahoutWiki-Community"></a></p>
+<h2 id="community">Community</h2>
+
+<p><a href="who-we-are.html">Who we are</a>
+ – who are the developers behind Apache Mahout?</p>
+
+<p><a href="books-tutorials-and-talks.html">Books, Tutorials, Talks, Articles, News, Background Reading, etc. on Mahout</a></p>
+
+<p><a href="issue-tracker.html">Issue Tracker</a>
+ – see what features people are working on, submit patches and file bugs.</p>
+
+<p><a href="https://svn.apache.org/repos/asf/mahout/">Source Code (SVN)</a>
+ – [Fisheye|http://fisheye6.atlassian.com/browse/mahout]
+ – download the Mahout source code from svn.</p>
+
+<p><a href="mailing-lists,-irc-and-archives.html">Mailing lists and IRC</a>
+ – links to our mailing lists, IRC channel and archived design and
+algorithm discussions, maybe your questions was answered there already?</p>
+
+<p><a href="version-control.html">Version Control</a>
+ – where we track our code.</p>
+
+<p><a href="powered-by-mahout.html">Powered By Mahout</a>
+ – who is using Mahout in production?</p>
+
+<p><a href="professional-support.html">Professional Support</a>
+ – who is offering professional support for Mahout?</p>
+
+<p><a href="gsoc.html">Mahout and Google Summer of Code</a>
+  – All you need to know about Mahout and GSoC.</p>
+
+<p><a href="glossary.html">Glossary of commonly used terms and abbreviations</a></p>
+
+<p><a name="MahoutWiki-Installation/Setup"></a></p>
+<h2 id="installationsetup">Installation/Setup</h2>
+
+<p><a href="system-requirements.html">System Requirements</a>
+ – what do you need to run Mahout?</p>
+
+<p><a href="quickstart.html">Quickstart</a>
+ – get started with Mahout, run the examples and get pointers to further
+resources.</p>
+
+<p><a href="downloads.html">Downloads</a>
+ – a list of Mahout releases.</p>
+
+<p><a href="buildingmahout.html">Download and installation</a>
+ – build Mahout from the sources.</p>
+
+<p><a href="mahout-on-amazon-ec2.html">Mahout on Amazon’s EC2 Service</a>
+ – run Mahout on Amazon’s EC2.</p>
+
+<p><a href="mahout-on-elastic-mapreduce.html">Mahout on Amazon’s EMR</a>
+ – Run Mahout on Amazon’s Elastic Map Reduce</p>
+
+<p><a href="mahoutintegration.html">Integrating Mahout into an Application</a>
+ – integrate Mahout’s capabilities in your application.</p>
+
+<p><a name="MahoutWiki-Examples"></a></p>
+<h2 id="examples">Examples</h2>
+
+<ol>
+  <li><a href="asfemail.html">ASF Email Examples</a>
+ – Examples of recommenders, clustering and classification all using a
+public domain collection of 7 million emails.</li>
+</ol>
+
+<p><a name="MahoutWiki-ImplementationBackground"></a></p>
+<h2 id="implementation-background">Implementation Background</h2>
+
+<p><a name="MahoutWiki-RequirementsandDesign"></a></p>
+<h3 id="requirements-and-design">Requirements and Design</h3>
+
+<p><a href="matrix-and-vector-needs.html">Matrix and Vector Needs</a>
+ – requirements for Mahout vectors.</p>
+
+<p><a href="collection(de-)serialization.html">Collection(De-)Serialization</a></p>
+
+<p><a name="MahoutWiki-CollectionsandAlgorithms"></a></p>
+<h3 id="collections-and-algorithms">Collections and Algorithms</h3>
+
+<p>Learn more about <a href="mahout-collections.html">mahout-collections</a>
+, containers for efficient storage of primitive-type data and open hash
+tables.</p>
+
+<p>Learn more about the <a href="algorithms.html">Algorithms</a>
+ discussed and employed by Mahout.</p>
+
+<p>Learn more about the <a href="recommender-documentation.html">Mahout recommender implementation</a>
+.</p>
+
+<p><a name="MahoutWiki-Utilities"></a></p>
+<h3 id="utilities">Utilities</h3>
+
+<p>This section describes tools that might be useful for working with Mahout.</p>
+
+<p><a href="converting-content.html">Converting Content</a>
+ – Mahout has some utilities for converting content such as logs to
+formats more amenable for consumption by Mahout.
+<a href="creating-vectors.html">Creating Vectors</a>
+ – Mahout’s algorithms operate on vectors. Learn more on how to generate
+these from raw data.
+<a href="viewing-result.html">Viewing Result</a>
+ – How to visualize the result of your trained algorithms.</p>
+
+<p><a name="MahoutWiki-Data"></a></p>
+<h3 id="data">Data</h3>
+
+<p><a href="collections.html">Collections</a>
+ – To try out and test Mahout’s algorithms you need training data. We are
+always looking for new training data collections.</p>
+
+<p><a name="MahoutWiki-Benchmarks"></a></p>
+<h3 id="benchmarks">Benchmarks</h3>
+
+<p><a href="mahout-benchmarks.html">Mahout Benchmarks</a></p>
+
+<p><a name="MahoutWiki-Committer'sResources"></a></p>
+<h2 id="committers-resources">Committer’s Resources</h2>
+
+<ul>
+  <li><a href="testing.html">Testing</a>
+ – Information on test plans and ideas for testing</li>
+</ul>
+
+<p><a name="MahoutWiki-ProjectResources"></a></p>
+<h3 id="project-resources">Project Resources</h3>
+
+<ul>
+  <li><a href="thirdparty-dependencies.html">Dealing with Third Party Dependencies not in Maven</a></li>
+  <li><a href="how-to-update-the-website.html">How To Update The Website</a></li>
+  <li><a href="patch-check-list.html">Patch Check List</a></li>
+  <li><a href="http://cwiki.apache.org/confluence/display/MAHOUT/How+to+release">How To Release</a></li>
+  <li><a href="release-planning.html">Release Planning</a></li>
+  <li><a href="https://analysis.apache.org/dashboard/index/63921">Sonar Code Quality Analysis</a></li>
+</ul>
+
+<p><a name="MahoutWiki-AdditionalResources"></a></p>
+<h3 id="additional-resources">Additional Resources</h3>
+
+<ul>
+  <li><a href="http://monitoring.apache.org/status/">Apache Machine Status</a>
+ - Check to see if SVN, other resources are available.</li>
+  <li><a href="http://www.apache.org/dev/committers.html">Committer’s FAQ</a></li>
+  <li><a href="http://www.apache.org/dev/">Apache Dev</a></li>
+</ul>
+
+<p><a name="MahoutWiki-HowToEditThisWiki"></a></p>
+<h2 id="how-to-edit-this-wiki">How To Edit This Wiki</h2>
+
+<p>How to edit this Wiki</p>
+
+<p>This Wiki is a collaborative site, anyone can contribute and share:</p>
+
+<ul>
+  <li>Create an account by clicking the “Login” link at the top of any page,
+and picking a username and password.</li>
+  <li>Edit any page by pressing Edit at the top of the page</li>
+</ul>
+
+<p>There are some conventions used on the Mahout wiki:</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>* {noformat}+*TODO:*+{noformat} (+*TODO:*+ ) is used to denote sections that definitely need to be cleaned up.
+* {noformat}+*Mahout_(version)*+{noformat} (+*Mahout_0.2*+) is used to draw attention to which version of Mahout a feature was (or will be) added to Mahout.
+</code></pre>
+</div>
+
+
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014-2016 The Apache Software Foundation, Licensed under
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+        <br />
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+</html>
+

http://git-wip-us.apache.org/repos/asf/mahout/blob/0e718ec9/website/oldsite/_site/general/mailing-lists,-irc-and-archives.html
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+
+
+<!DOCTYPE html>
+<!--
+
+    Licensed to the Apache Software Foundation (ASF) under one or more
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+    (the "License"); you may not use this file except in compliance with
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+       http://www.apache.org/licenses/LICENSE-2.0
+
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+<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
+  <title>Apache Mahout: Scalable machine learning and data mining</title>
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+        data mining introduction, data mining software,
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+        feature extraction, fuzzy k means, genetic algorithm, hadoop,
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+        natural language processing,
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+  <script type="text/javascript">
+    var mathjax = document.createElement('script'); 
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+	
+	  var s = document.getElementsByTagName('script')[0]; 
+    s.parentNode.insertBefore(mathjax, s);
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+</head>
+
+<body id="home" data-twttr-rendered="true">
+  <div id="wrap">
+   <div id="header">
+    <div id="logo"><a href="/"><img src="/assets/img/mahout-logo-brudman.png" alt="Logos for Mahout and Apache Software Foundation" /></a></div>
+  <div id="search">
+    <form id="search-form" action="http://www.google.com/search" method="get" class="navbar-search pull-right">    
+      <input value="http://mahout.apache.org" name="sitesearch" type="hidden">
+      <input class="search-query" name="q" id="query" type="text">
+      <input id="submission" type="image" src="/assets/img/mahout-lupe.png" alt="Search" />
+    </form>
+  </div>
+ 
+    <div class="navbar navbar-inverse" style="position:absolute;top:133px;padding-right:0px;padding-left:0px;">
+      <div class="navbar-inner" style="border: none; background: #999; border: none; border-radius: 0px;">
+        <div class="container">
+          <button type="button" class="btn btn-navbar" data-toggle="collapse" data-target=".nav-collapse">
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
+            <span class="icon-bar"></span>
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+          <!-- <a class="brand" href="#">Apache Community Development Project</a> -->
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+<div class="collapse navbar-collapse" id="main-navbar">
+    <ul class="nav navbar-nav">
+        <!-- <li><a href="/">Home</a></li> -->
+        <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">General<b class="caret"></b></a>
+            <ul class="dropdown-menu">
+                <li><a href="/general/downloads.html">Downloads</a>
+                <li><a href="/general/who-we-are.html">Who we are</a>
+                <li><a href="/general/mailing-lists,-irc-and-archives.html">Mailing Lists</a>
+                <li><a href="/general/release-notes.html">Release Notes</a>
+                <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
+                <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
+                <li><a href="/general/professional-support.html">Professional Support</a>
+                <li class="divider"></li>
+                <li class="nav-header">Resources</li>
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+                <li><a href="/developers/developer-resources.html">Developer resources</a></li>
+                <li><a href="/developers/version-control.html">Version control</a></li>
+                <li><a href="/developers/buildingmahout.html">Build from source</a></li>
+                <li><a href="/developers/issue-tracker.html">Issue tracker</a></li>
+                <li><a href="https://builds.apache.org/job/Mahout-Quality/" target="_blank">Code quality reports</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">Contributions</li>
+                <li><a href="/developers/how-to-contribute.html">How to contribute</a></li>
+                <li><a href="/developers/how-to-become-a-committer.html">How to become a committer</a></li>
+                <li><a href="/developers/gsoc.html">GSoC</a></li>
+                <li class="divider"></li>
+                <li class="nav-header">For committers</li>
+                <li><a href="/developers/how-to-update-the-website.html">How to update the website</a></li>
+                <li><a href="/developers/patch-check-list.html">Patch check list</a></li>
+                <li><a href="/developers/github.html">Handling Github PRs</a></li>
+                <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>
+            <ul class="dropdown-menu">
+                <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">
+
+    <h1 id="general">General</h1>
+
+<p>Communication at Mahout happens primarily online via mailing lists. We have
+a user as well as a dev list for discussion. In addition there is a commit
+list so we are able to monitor what happens on the wiki and in svn.</p>
+
+<p><a name="MailingLists,IRCandArchives-Mailinglists"></a></p>
+<h1 id="mailing-lists">Mailing lists</h1>
+
+<p><a name="MailingLists,IRCandArchives-MahoutUserList"></a></p>
+<h2 id="mahout-user-list">Mahout User List</h2>
+
+<p>This list is for users of Mahout to ask questions, share knowledge, and
+discuss issues. Do send mail to this list with usage and configuration
+questions and problems. Also, please send questions to this list to verify
+your problem before filing issues in JIRA.</p>
+
+<ul>
+  <li><a href="mailto:user-subscribe@mahout.apache.org">Subscribe</a></li>
+  <li><a href="mailto:user-unsubscribe@mahout.apache.org">Unsubscribe</a></li>
+</ul>
+
+<p><a name="MailingLists,IRCandArchives-MahoutDeveloperList"></a></p>
+<h2 id="mahout-developer-list">Mahout Developer List</h2>
+
+<p>This is the list where participating developers of the Mahout project meet
+and discuss issues concerning Mahout internals, code changes/additions,
+etc. Do not send mail to this list with usage questions or configuration
+questions and problems.</p>
+
+<p>Discussion list:</p>
+
+<ul>
+  <li><a href="mailto:dev-subscribe@mahout.apache.org">Subscribe</a>
+ – Do not send mail to this list with usage questions or configuration
+questions and problems.</li>
+  <li><a href="mailto:dev-unsubscribe@mahout.apache.org">Unsubscribe</a></li>
+</ul>
+
+<p>Commit notifications:</p>
+
+<ul>
+  <li><a href="mailto:commits-subscribe@mahout.apache.org">Subscribe</a></li>
+  <li><a href="mailto:commits-unsubscribe@mahout.apache.org">Unsubscribe</a></li>
+</ul>
+
+<p><a name="MailingLists,IRCandArchives-IRC"></a></p>
+<h1 id="irc">IRC</h1>
+
+<p>Mahout’s IRC channel is <strong>#mahout</strong>.  It is a logged channel.  Please keep in
+mind that it is for discussion purposes only and that (pseudo)decisions
+should be brought back to the dev@ mailing list or JIRA and other people
+who are not on IRC should be given time to respond before any work is
+committed.</p>
+
+<p><a name="MailingLists,IRCandArchives-Archives"></a></p>
+<h1 id="archives">Archives</h1>
+
+<p><a name="MailingLists,IRCandArchives-OfficialApacheArchive"></a></p>
+<h2 id="official-apache-archive">Official Apache Archive</h2>
+
+<ul>
+  <li><a href="http://mail-archives.apache.org/mod_mbox/mahout-dev/">http://mail-archives.apache.org/mod_mbox/mahout-dev/</a></li>
+  <li><a href="http://mail-archives.apache.org/mod_mbox/mahout-user/">http://mail-archives.apache.org/mod_mbox/mahout-user/</a></li>
+</ul>
+
+<p><a name="MailingLists,IRCandArchives-ExternalArchives"></a></p>
+<h2 id="external-archives">External Archives</h2>
+
+<ul>
+  <li><a href="http://mahout.markmail.org/">MarkMail</a></li>
+  <li><a href="http://dir.gmane.org/gmane.comp.apache.mahout.user">Gmane</a></li>
+</ul>
+
+<p>Please note the inclusion of a link to an archive does not imply an
+endorsement of that company by any of the committers of Mahout the Lucene
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http://git-wip-us.apache.org/repos/asf/mahout/blob/0e718ec9/website/oldsite/_site/general/powered-by-mahout.html
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+
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+                <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">
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+                <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>
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+                <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>
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+                <li><a href="/users/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
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+                <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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+    <h2>Twitter</h2>
+	<ul class="sidemenu">
+		<li>
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+<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">
+
+    <h1 id="powered-by-mahout">Powered by Mahout</h1>
+
+<p>Are you using Mahout to do Machine Learning? <a href="https://mahout.apache.org/general/mailing-lists,-irc-and-archives.html">Care to share</a>? Developers of the project always are happy to learn about new happy users with interesting use cases.</p>
+
+<p><em>Links here do NOT imply
+endorsement by Mahout, its committers or the Apache Software Foundation and
+are for informational purposes only.</em></p>
+
+<p><a name="PoweredByMahout-CommercialUse"></a></p>
+<h2 id="commercial-use">Commercial Use</h2>
+
+<ul>
+  <li><a href="http://nosql.mypopescu.com/post/2082712431/hbase-and-hadoop-at-adobe">Adobe AMP</a> uses Mahout’s clustering algorithms to increase video
+consumption by better user targeting.</li>
+  <li>Accenture uses Mahout as typical example for their <a href="http://www.accenture.com/SiteCollectionDocuments/PDF/Accenture-Hadoop-Deployment-Comparison-Study.pdf">Hadoop Deployment Comparison Study</a></li>
+  <li><a href="http://www.aol.com">AOL</a>
+ use Mahout for shopping recommendations. See <a href="http://www.slideshare.net/kryton/the-data-layer">slide deck</a></li>
+  <li><a href="http://www.boozallen.com/">Booz Allen Hamilton</a>
+ uses Mahout’s clustering algorithms. See <a href="http://www.slideshare.net/ydn/3-biometric-hadoopsummit2010">slide deck</a></li>
+  <li><a href="http://www.buzzlogic.com">Buzzlogic</a>
+ uses Mahout’s clustering algorithms to improve ad targeting</li>
+  <li><a href="http://cull.tv/">Cull.tv</a>
+ uses modified Mahout algorithms for content recommendations</li>
+  <li><img src="http://cdn.dataminelab.com/favicon.ico" alt="DatamineLab" /> <a href="http://dataminelab.com">DataMine Lab</a>
+ uses Mahout’s recommendation and clustering algorithms to improve our
+clients’ ad targeting.</li>
+  <li><a href="http://drupal.org/project/recommender">Drupal</a>
+ uses Mahout to provide open source content recommendation solutions.</li>
+  <li><a href="http://www.evolvondemand.com">Evolv </a>
+ uses Mahout for its Workforce Predictive Analytics platform.</li>
+  <li><a href="http://www.foursquare.com">Foursquare</a>
+ uses Mahout for its <a href="http://engineering.foursquare.com/2011/03/22/building-a-recommendation-engine-foursquare-style/">recommendation engine</a>.</li>
+  <li><a href="http://www.idealo.de">Idealo</a>
+ uses Mahout’s recommendation engine.</li>
+  <li><a href="http://www.infoglutton.com">InfoGlutton</a>
+ uses Mahout’s clustering and classification for various consulting
+projects.</li>
+  <li><a href="http://mark.chmarny.com/2013/07/thinking-big-about-data-at-intel.html">Intel</a>
+ ships Mahout as part of their Distribution for Apache Hadoop Software.</li>
+  <li><a href="http://www.intela.com/">Intela</a>
+ has implementations of Mahout’s recommendation algorithms to select new
+offers to send tu customers, as well as to recommend potential customers to
+current offers. We are also working on enhancing our offer categories by
+using the clustering algorithms.</li>
+  <li><img src="http://ioffer.com/favicon.ico" alt="iOffer" /> <a href="http://www.ioffer.com">iOffer</a>
+ uses Mahout’s Frequent Pattern Mining and Collaborative Filtering to
+recommend items to users.</li>
+  <li><img src="http://kau.li/favicon.ico" alt="kau.li" /> <a href="http://kau.li/en">Kauli</a>
+, one of Japanese Adnetwork, uses Mahout’s clustering to handle clickstream
+data for predicting audience’s interests and intents.</li>
+  <li><a href="http://linkedin.com">Linked.In</a>
+ Historically, we have used R for model training. We have recently started
+experimenting with Mahout for model training and are excited about it - also see
+ <a href="https://www.quora.com/LinkedIn-Recommendations/How-does-LinkedIns-recommendation-system-work?srid=XoeG&amp;share=1">Hadoop World slides</a>
+.</li>
+  <li><a href="http://www.lucidworks.com/products/lucidworks-big-data">LucidWorks Big Data</a>
+ uses Mahout for clustering, duplicate document detection, phrase
+extraction and classification.</li>
+  <li><img src="http://mendeley.com/favicon.ico" alt="Mendeley" /> <a href="http://mendeley.com">Mendeley</a>
+ uses Mahout to power Mendeley Suggest, a research article recommendation
+service.</li>
+  <li><img src="http://mippin.com/web/favicon.ico" alt="Mippin" /> <a href="http://mippin.com">Mippin</a>
+ uses Mahout’s collaborative filtering engine to recommend news feeds</li>
+  <li><a href="http://www.slideshare.net/hamadakoichi/mobage-prmu-2011-mahout-hadoop">Mobage</a>
+ uses Mahout in their analysis pipeline</li>
+  <li><img src="http://myrrix.com/wp-content/uploads/2012/03/favicon.ico" alt="Myrrix" /> <a href="http://myrrix.com">Myrrix</a>
+ is a recommender system product built on Mahout.</li>
+  <li><img src="http://www.newscred.com/static/img/website/favicon.ico" alt="Newscred" /> <a href="http://platform.newscred.com">NewsCred</a>
+ uses Mahout to generate clusters of news articles and to surface the
+important stories of the day</li>
+  <li><a href="http://nextglass.co/">Next Glass</a>
+ uses Mahout</li>
+  <li><a href="http://predixionsoftware.com/">Predixion Software</a>
+ uses Mahout’s algorithms to build predictive models on big data</li>
+  <li>&lt;img src=”http://www.radoop.eu/wp-content/uploads/favicon.png” width=15&gt; <a href="http://radoop.eu">Radoop</a>
+ provides a drag-n-drop interface for big data analytics, including Mahout
+clustering and classification algorithms</li>
+  <li><img src="https://www.researchgate.net/favicon.ico" alt="Researchgate" /> <a href="http://www.researchgate.net/">ResearchGate</a>, the professional network for scientists and researchers, uses Mahout’s
+recommendation algorithms.</li>
+  <li><a href="http://www.sematext.com/">Sematext</a>
+ uses Mahout for its recommendation engine</li>
+  <li><a href="http://www.speeddate.com">SpeedDate.com</a>
+ uses Mahout’s collaborative filtering engine to recommend member profiles</li>
+  <li><a href="http://twitter.com">Twitter</a>
+ uses Mahout’s LDA implementation for user interest modeling</li>
+  <li><a href="http://www.yahoo.com">Yahoo!</a>
+ Mail uses Mahout’s Frequent Pattern Set Mining.  See <a href="http://www.slideshare.net/hadoopusergroup/mail-antispam">slides</a></li>
+  <li><a href="http://365media.com/">365Media </a>
+ uses <em>Mahout’s</em> Classification and Collaborative Filtering algorithms in
+its Real-time system named <a href="http://uptime.365media.com/">UPTIME</a>
+ and 365Media/Social</li>
+</ul>
+
+<p><a name="PoweredByMahout-AcademicUse"></a></p>
+<h2 id="academic-use">Academic Use</h2>
+
+<ul>
+  <li><a href="https://www.dicode-project.eu/">Dicode</a>
+ project uses Mahout’s clustering and classification algorithms on top of
+HBase.</li>
+  <li>The course <a href="http://www.dima.tu-berlin.de/menue/teaching/masterstudium/aim-3/">Large Scale Data Analysis and Data Mining</a>
+ at TU Berlin uses Mahout to teach students about the parallelization of data
+mining problems with Hadoop and Map/Reduce</li>
+  <li>
+    <p>Mahout is used at Carnegie Mellon University, as a comparable platform to <a href="http://www.graphlab.ml.cmu.edu/">GraphLab</a></p>
+  </li>
+  <li>The <a href="http://www.robust-project.eu/">ROBUST project</a>
+, co-funded by the European Commission, employs Mahout in the large scale
+analysis of online community data.</li>
+  <li>Mahout is used for research and data processing at <a href="http://www.nitech.ac.jp/eng/schools/grad/cse.html">Nagoya Institute of Technology</a>
+, in the context of a large-scale citizen participation platform project,
+funded by the Ministry of Interior of Japan.</li>
+  <li>Several researches within <a href="http://www.deri.ie">Digital Enterprise Research Institute</a>
+ <a href="http://www.nuigalway.ie">NUI Galway</a>
+ use Mahout for e.g. topic mining and modelling of large corpora.</li>
+  <li>Mahout is used in the NoTube EU project.</li>
+</ul>
+
+<p><a name="PoweredByMahout-PoweredByLogos"></a></p>
+<h2 id="powered-by-logos">Powered By Logos</h2>
+
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+
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