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From rawkintr...@apache.org
Subject [23/51] [abbrv] [partial] mahout git commit: WEBSITE Emergency Patches for go-live closes apache/mahout#317
Date Sat, 13 May 2017 08:01:15 GMT
http://git-wip-us.apache.org/repos/asf/mahout/blob/7c0babd7/website/oldsite/_site/general/mahout-wiki.html
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-
-
-<!DOCTYPE html>
-<html lang="en">
-<head>
-  <meta charset="utf-8">
-  <meta http-equiv="X-UA-Compatible" content="IE=edge">
-
-  <title>Mahout Wiki</title>
-  
-  <meta name="author" content="The Apache Software Foundation">
-
-  <!-- Enable responsive viewport -->
-  <meta name="viewport" content="width=device-width, initial-scale=1.0">
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-  <link href="/assets/themes/mahout3/css/bootstrap-theme.min.css" rel="stylesheet">
-  <!-- Sticky Footer -->
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-    <link rel="apple-touch-icon" sizes="114x114" href="images/apple-touch-icon-114x114.png">
-  -->
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-  <link href="/atom.xml" type="application/atom+xml" rel="alternate" title="Sitewide ATOM Feed">
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-      </button>
-      <a class="navbar-brand" href="/">
-        <img src="/assets/img/Mahout-logo-82x100.png" height="30" alt="I'm mahout">
-      </a>
-    </div>
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-    <!--<div class="nav-collapse collapse">-->
-<div class="collapse navbar-collapse" id="main-navbar">
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-        <!-- <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>
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-                <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
-                <li><a href="/general/professional-support.html">Professional Support</a>
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-                <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>
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-                <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><!-- /.container-fluid -->
-</nav>
-
-<body>
-
-<div id="wrap">
-  <body class="">
-
-  <div class="container">
-    <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>
-
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-  <div class="container">
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-      with help from <a href="http://jekyllbootstrap.com" target="_blank" title="The Definitive Jekyll Blogging Framework">Jekyll Bootstrap</a>
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-    <h1 id="general">General</h1>
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-<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
-PMC or the Apache Software Foundation. Each archive owner is solely
-responsible for the contents and availability of their archive.</p>
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-consumption by better user targeting.</li>
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-  <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>
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- 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
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- 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>
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- ships Mahout as part of their Distribution for Apache Hadoop Software.</li>
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- 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
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- uses Mahout to power Mendeley Suggest, a research article recommendation
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-  <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>
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- 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>
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-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>
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-<h2 id="academic-use">Academic Use</h2>
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-  <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>
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-  </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>
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