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<!DOCTYPE html> <html lang="en" class="no-js"> <head> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <link rel="icon" href="/static/img/favicon.ico" /> <link rel="apple-touch-icon" href="/static/img/apple-touch-icon.png"> <title>Home :: FAT ML</title> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link href="https://fonts.googleapis.com/css?family=Open+Sans:400,400i,700|Roboto+Slab:400,700" rel="stylesheet"> <link href="/static/sass/main.css" rel="stylesheet" type="text/css" />  <script> (function(H){ H.className = H.className.replace(/\bno-js\b/,'js') })(document.documentElement); </script> </head> <body class=""> <div class="site-bg"> <nav class="site-header navbar navbar-default"> <div class="container"> <div class="navbar-header"> <button type="button" class="navbar-toggle collapsed" data-toggle="collapse" data-target="#site-header-nav" aria-expanded="false"> <span class="sr-only">Toggle navigation</span> <span class="icon-bar"></span> <span class="icon-bar"></span> <span class="icon-bar"></span> </button> <a class="navbar-brand" href="/"> <img src="/static/img/fatml-header-logo.png" srcset="/static/img/fatml-header-logo.svg 1x" alt="FAT ML 2016" height="20" width="90"> </a> </div>  <div class="collapse navbar-collapse" id="site-header-nav"> <ul class="nav navbar-nav" role="navigation"> <li ><a href="/schedule/2018">2018</a></li> <li ><a href="/schedule/2017">2017</a></li> <li ><a href="/schedule/2016">2016</a></li> <li ><a href="/schedule/2015">2015</a></li> <li ><a href="/schedule/2014">2014</a></li> <li ><a href="/organization">Organization</a></li> <li ><a href="/resources/relevant-scholarship">Resources</a></li> <li><a href="https://lists.princeton.edu/cgi-bin/wa?SUBED1=fatml&A=1">Mailing list</a></li> </ul> <ul class="nav navbar-nav navbar-right">  </ul> </div> </nav> <div class="homepage-hero"> <div class="container"> <p class="homepage-hero__subtitle"> Fairness, Accountability, and Transparency <span class="homepage-hero__subtitle__theme">in Machine Learning</span> </p> </div> </div> <div class="homepage-description"> <div class="container"> <div class="row"> <div class="col-sm-8 col-sm-offset-2"> <h3>Bringing together a growing community of researchers and practitioners concerned with fairness, accountability, and transparency in machine learning</h3> <p>The past few years have seen growing recognition that machine learning raises novel challenges for ensuring non-discrimination, due process, and understandability in decision-making. In particular, policymakers, regulators, and advocates have expressed fears about the potentially discriminatory impact of machine learning, with many calling for further technical research into the dangers of inadvertently encoding bias into automated decisions.</p> <p>At the same time, there is increasing alarm that the complexity of machine learning may reduce the justification for consequential decisions to “the algorithm made me do it.”</p> <p>The annual event provides researchers with a venue to explore how to characterize and address these issues with computationally rigorous methods.</p> </div> </div> </div> </div> </div>  <script type="text/javascript" src="/static/javascripts/jquery.js" charset="utf-8"></script> <script type="text/javascript" src="/static/javascripts/bootstrap.js" charset="utf-8"></script> <script type="text/javascript" src="/static/javascripts/js.cookie.js" charset="utf-8"></script> <script type="text/javascript" src="/static/conference/javascripts/profile-photo.js" charset="utf-8"></script> </body> </html>

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