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impact.html
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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
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<title>ADA Lab @ UCSD</title>
</head>
<body>
<table summary="Table for page layout." id="tlayout">
<tr valign="top">
<td id="layout-menu">
<div class="menu-item"><a href="index.html">Home</a></div>
<div class="menu-item"><a href="index.html#members">Members</a></div>
<div class="menu-item"><a href="publications.html">Publications</a></div>
<div class="menu-item"><a href="news.html">News</a></div>
<div class="menu-item"><a href="impact.html" class="current">Impact</a></div>
<div class="menu-item"><a href="blog.html">Blog/Misc.</a></div>
<div class="menu-item"><a href="projects.html"><br /> Active Projects</a></div>
<div class="menu-item"><a href="cerebro.html">Cerebro</a></div>
<div class="menu-category"><br /> Past Projects</div>
<div class="menu-item"><a href="sortinghat.html">SortingHat</a></div>
<div class="menu-item"><a href="speakql.html">SpeakQL</a></div>
<div class="menu-item"><a href="krypton.html">Krypton</a></div>
<div class="menu-item"><a href="vista.html">Vista</a></div>
<div class="menu-item"><a href="panorama.html">Panorama</a></div>
<div class="menu-item"><a href="morpheus.html">Morpheus</a></div>
<div class="menu-item"><a href="hamlet.html">Hamlet</a></div>
<div class="menu-item"><a href="nimbus.html">Nimbus</a></div>
<div class="menu-item"><a href="slab.html">SLAB</a></div>
<div class="menu-item"><a href="orion.html">Orion</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/victor/columbus/">Columbus</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/victor/bismarck/">Bismarck</a></div>
<div class="menu-item"><a href="http://i.stanford.edu/hazy/staccato/">Staccato</a></div>
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<h1>ADA Lab @ UCSD</h1>
</div>
<h2>Practical Impact</h2>
<div class="infoblock">
<div class="blockcontent">
<p><b>Note</b>: If our research software and/or ideas have been helpful for your data analytics applications, we would love to hear from you on your use cases and feedback. We are also happy to mention your company/organization in the list below.
</p>
</div></div>
<ul>
<li><p>2022-23: Ideas from Saturn being explored for internal use by Netflix.
</p>
</li>
<li><p>2022-23: Ideas from Saturn's predecessor Hydra being used by UCSD computational physics researchers.
</p>
</li>
<li><p>2022-24: Ideas from Cerebro and Saturn being explored for internal use by Meta.
</p>
</li>
<li><p>2021-22: Models/ideas from SortingHat being explored for adoption by OpenML, AutoGluon, and AWS.
</p>
</li>
<li><p>2020-21: Google exploring integration of a model from <a href="sortinghat.html" target=“blank”>SortingHat</a> with TensorFlow Data Validation.
</p>
</li>
<li><p>2019-now: <a href="cerebro.html" target=“blank”>Cerebro</a> being used to advance behavioral science research by our collaborators at UCSD public health school.
</p>
</li>
<li><p>2019-21: <a href="morpheus.html" target=“blank”>Morpheus</a> is being integrated into GraalVM by Oracle.
</p>
</li>
<li><p>2019-20: <a href="cerebro.html" target=“blank”>Cerebro</a> ideas being integrated into Greenplum and MADlib by Pivotal.
</p>
</li>
<li><p>2019: <a href="https://adalabucsd.github.io/papers/2017_BismarckBoltOnDP_SIGMOD.pdf" target=“blank”>Bolt-on DP-SGD</a> is being integrated with TensorFlow Privacy by Georgian Partners and Google.
</p>
</li>
<li><p>2018: <a href="morpheus.html" target=“blank”>Morpheus</a> in Python explored for internal use by Avito of Russia (recommendation and other Web analytics).
</p>
</li>
<li><p>2018: <a href="slab.html" target=“blank”>SLAB</a> results reveal new bugs and garner feature earmarks in IBM/Apache <a href="https://systemml.apache.org/" target=“blank”>SystemML</a>.
</p>
</li>
<li><p>2017: <a href="https://adalabucsd.github.io/papers/2017_BismarckBoltOnDP_SIGMOD.pdf" target=“blank”>Bolt-on DP-SGD</a> adopted for various customer use cases by Georgian Partners.
</p>
</li>
<li><p>2017: <a href="orion.html" target=“blank”>Orion</a> and <a href="morpheus.html" target=“blank”>Morpheus</a> ideas explored for internal use by Google (ad analytics) and Oracle (banking analytics).
</p>
</li>
<li><p>2016-17: <a href="hamlet.html" target=“blank”>Hamlet</a> ideas explored for internal use by Facebook (friend recommendations), LogicBlox (retail analytics), and MakeMyTrip (customer analytics).
</p>
</li>
<li><p>2015: <a href="orion.html" target=“blank”>Orion</a> ideas adopted for internal use by LogicBlox (retail analytics) and Microsoft (Web security analytics).
</p>
</li>
<li><p>2013: <a href="http://i.stanford.edu/hazy/victor/bismarck/" target=“blank”>Bismarck</a> system used for healthcare analytics at UWashington.
</p>
</li>
<li><p>2012-13: <a href="http://i.stanford.edu/hazy/victor/bismarck/" target=“blank”>Bismarck</a> ideas adopted in analytics products by Cloudera and Oracle.
</p>
</li>
<li><p>2012: <a href="http://i.stanford.edu/hazy/victor/bismarck/" target=“blank”>Bismarck</a> code and ideas integrated in to EMC/Apache <a href="http://madlib.apache.org/" target=“blank”>MADlib</a>.
</p>
</li>
</ul>
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