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<h1 class="h2">Community</h1>
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<p>Apache MADlib is an open source project that endeavors to adhere in all respects to the principles of <a href="http://apache.org/foundation/governance/">The Apache Way</a>.</p>
<p>MADlib grew out of discussions between database engine developers, data scientists, IT architects and academics interested in new approaches to scalable, sophisticated in-database analytics. These discussions were written up in a paper in VLDB 2009 that coined the term &#8220;MAD Skills&#8221; for data analysis. The MADlib software project began the following year as a collaboration between researchers at UC Berkeley and engineers and data scientists at EMC/Greenplum (later Pivotal).</p>
<p>In September 2015 MADlib was accepted into the Apache Software Foundation Incubator and graduated to a Top Level Project in July 2017.</p>
<p>Some of the past and present participants in this project are:</p>
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<a href="http://pivotal.io/" class="center">
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<h4><small>Providing core development and scalability testing</small></h4>
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<a href="http://db.cs.berkeley.edu/jmh/" class="center">
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<h4><small>Providing key research and development of scalable estimators</small></h4>
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<a href="http://cs.stanford.edu/people/chrismre/" class="center">
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<h4><small>Providing key research in the area of convex optimization</small></h4>
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<a href="https://www.cise.ufl.edu/people/faculty/daisyw" class="center">
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<h4><small>Providing key research into text analytics</small></h4>
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<a href="http://cseweb.ucsd.edu/~arunkk/" class="center">
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<h4><small>Providing key research in artificial neural networks on distributed systems</small></h4>
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<h4 class="center">If you are interested in joining our project please consider joining our <a href="#user-resources" title="User Info Page">User</a> or <a href="#dev-resources" title="Devel Info Page">Developer</a> mailing lists</a>. Everyone is welcome.</h4>
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<h2>Reporting Issues</h2>
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<p>We need your feedback, so if you find a bug, would like to suggest an improvement, or create a request then please follow the steps below to let us know.</p>
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<li>Start by logging into <a href="https://issues.apache.org/jira/browse/MADLIB" title="System Dashboard - MADlib JIRA">MADlib JIRA</a>. If you don&#8217;t have an account yet you can create one yourself.</li>
<li>To report a bug:</li>
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<li>Create a new issue -> Bug.</li>
<li>Fill in the required (and optional) fields.</li>
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<li>To suggest an improvement or a new feature:</li>
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<li>Create a new issue -> New Feature.</li>
<li>Fill in the required (and optional) fields.</li>
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<li>Submit the issue. You should receive an email confirmation. Thanks for your feedback! </li>
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<h2>User Resources</h2>
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<h4><a href="http://mail-archives.apache.org/mod_mbox/madlib-user/" title="ASF Mail">User Forum</a></h4>
<p>Our online user forum open to discuss any topics of interest to users of the product.</p>
<ul>
<li><a href="mailto:user-subscribe@madlib.apache.org" title="User Info Page">Subscribe</a> to our user forum</li>
<li><a href="http://mail-archives.apache.org/mod_mbox/madlib-user/" title="The User Archives">Browse</a> our user forum archives</li>
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<h2>Developer Resources</h2>
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<h4><a href="http://mail-archives.apache.org/mod_mbox/madlib-dev/" title="Gmane Loom">Developer Forum</a></h4>
<p>Our online developer forum open to discuss any topics of interest to open source contributors.</p>
<ul>
<li><a href="mailto:dev-subscribe@madlib.apache.org" title="Devel Info Page">Subscribe</a> to our developer forum</li>
<li><a href="http://mail-archives.apache.org/mod_mbox/madlib-dev/" title="The Devel Archives">Browse</a> our developer forum archives</li>
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<h4><a href="https://github.com/madlib/madlib/wiki/Contribution-Guide">Contribution Guide</a></h4>
<p>Step by step instructions guiding you through tho MADlib contribution model</p>
<ul>
<li><a href="https://cwiki.apache.org/confluence/display/MADLIB/Contribution+Guidelines" title="MADlib Contribution Guide">https://cwiki.apache.org/confluence/display/MADLIB/Contribution+Guidelines</a></li>
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<h4><a href="http://github.com/apache/madlib" title="madlib/madlib @ GitHub">Source Code Repository</a></h4>
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<li>Source code available on github, contributions welcome <a href="http://github.com/apache/madlib" title="madlib/madlib @ GitHub">http://github.com/apache/madlib</a></li>
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<h4>Design Documents</h4>
<p>There are several resources aimed at helping new developers understand how MADlib is designed</p>
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<li><a href="https://cwiki.apache.org/confluence/display/MADLIB/Architecture">MADlib Architecture</a></li>
<li><a href="https://cwiki.apache.org/confluence/display/MADLIB/Module+Anatomy">Anatomy of a MADlib Module</a></li>
<li><a href="https://cwiki.apache.org/confluence/display/MADLIB/SQL+API+Guide">MADlib SQL API Style Guide</a></li>
<li><a href="design.pdf">Technical Design Document</a></li>
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<h2><small>Research</small></h2>
<p>Interaction and collaboration with the open source and academic communities continues to be a core foundation of our project. We have papers published in major conferences. Including:</p>
<ul>
<li><a href="http://db.cs.berkeley.edu/papers/vldb09-madskills.pdf">MAD Skills – VLDB 2009</a></li>
<li><a href="https://amplab.cs.berkeley.edu/publication/hybrid-in-database-inference-for-declarative-information-extraction/">Hybrid In-Database Inference for Declarative Information Extraction – SIGMOD 2011</a></li>
<li><a href="http://www.cs.stanford.edu/~chrismre/papers/bismarck-full.pdf">Towards a Unified Architecture for In-Database Analytics &#8211; SIGMOD 2012</a></li>
<li><a href="http://www.eecs.berkeley.edu/Pubs/TechRpts/2012/EECS-2012-38.html">The MADlib Analytics Library or MAD Skills, the SQL – VLDB 2012</a></li>
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<h2><small>Datasets</small></h2>
<p>There is a growing set of publically available datasets. Here are some examples:</p>
<ul>
<li><a href="https://archive.ics.uci.edu/ml/index.php">UCI Machine Learning Repository</a></li>
<li><a href="https://datasetsearch.research.google.com/">Google Dataset Search</a></li>
<li><a href="https://www.kaggle.com/datasets">Kaggle Datasets</a></li>
<li><a href="https://www.kdnuggets.com/datasets/index.html">KDnuggets List of Datasets</a></li>
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<h2><small>Related Products</small></h2>
<ul>
<li><a href="http://postgresql.org">PostgreSQL</a></li>
<li><a href="http://greenplum.org/">Greenplum Database</a></li>
<li><a href="http://hawq.apache.org">Apache HAWQ</a></li>
<li><a href="http://cran.r-project.org/web/packages/PivotalR/">PivotalR</a></li>
</ul>
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