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courses/COGS-4230.html
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<!DOCTYPE html>
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<html>
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<head>
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<title>
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COGS-4230: Human & Machine Learning
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</title>
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<meta property="og:title" content="COGS-4230: Human & Machine Learning">
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<meta property="og:description" content="This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.">
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<input type="text" id="search" class="header-search" placeholder="Search...">
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</form>
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||||
</div>
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||||
<div id="cd-flex">
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||||
<div id="course-info-container">
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<h1 id="name">
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||||
Human & Machine Learning
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</h1>
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<h2 id="code">
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COGS-4230
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</h2>
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<p>
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This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.
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</p>
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<div id="cattrs-container">
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<span id="credits-pill" class="attr-pill">
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? credits
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||||
</span>
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</div>
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||||
<div id="prereq-container" class="rel-info-container">
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<div id="prereq-title" class="rel-info-title">
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Prereqs:
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</div>
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<div id="prereq-classes" class="rel-info-courses">
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<span class="view-icon-selected"><svg><use href="../icons.svg#circle-dot"></use></svg></span>
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<span class="view-icon-unselected"><svg><use href="../icons.svg#circle-empty"></use></svg></span>
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Simple View
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</label>
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<label for="detail-view-input" id="detail-view-label" class="view-option-label">
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<span class="view-icon" id="detail-view-icon">
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<span class="view-icon-selected"><svg><use href="../icons.svg#circle-dot"></use></svg></span>
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<span class="view-icon-unselected"><svg><use href="../icons.svg#circle-empty"></use></svg></span>
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</span>
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Detailed View
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</label>
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<table id="years-table">
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<th class="spring season-label">Spring</th>
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<th class="fall season-label">Fall</th>
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<th class="summer2 midsum-label">(Session 1)</th>
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<th class="summer3 midsum-label">(Session 2)</th>
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<th></th>
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<th class="year">2024</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<th class="year">2023</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<tr>
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<th class="year">2022</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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</td>
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<tr>
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<th class="year">2021</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<tr>
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<th class="year">2020</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2019</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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</tr>
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<tr>
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<th class="year">2018</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2017</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</tr>
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<tr>
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<th class="year">2016</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</tr>
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<tr>
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<th class="year">2015</th>
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<th class="year">2014</th>
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<td class="term spring not-offered">
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<th class="year">2013</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<th class="year">2012</th>
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<th class="year">2011</th>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<tr>
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<th class="year">2010</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<th class="year">2009</th>
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<td class="term spring not-offered">
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<th class="year">2008</th>
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<td class="term spring not-offered">
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<th class="year">2007</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<th class="year">2006</th>
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<td colspan="2" class="term summer not-offered">
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</tr>
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<tr>
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<th class="year">2005</th>
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<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<tr>
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<th class="year">2004</th>
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<th class="year">1999</th>
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<tr>
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<th class="year">1998</th>
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</div>
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</div>
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</body>
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</html>
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369
courses/COGS-6230.html
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369
courses/COGS-6230.html
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@ -0,0 +1,369 @@
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<!DOCTYPE html>
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<html>
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||||
<head>
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||||
<title>
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||||
COGS-6230: Human & Machine Learning
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||||
</title>
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||||
<meta property="og:title" content="COGS-6230: Human & Machine Learning">
|
||||
<meta property="og:description" content="This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.">
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||||
<link rel="stylesheet" href="../css/common.css">
|
||||
<link rel="stylesheet" href="../css/coursedisplay.css">
|
||||
<link rel="stylesheet" href="../css/themes.css">
|
||||
<link rel="shortcut icon" href="../favicon/quatalogIcon.png">
|
||||
<link rel="icon" href="../favicon/favicon.ico">
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||||
<link rel="apple-touch-icon" sizes="180x180" href="../favicon/apple-touch-icon.png">
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||||
<link rel="icon" type="image/png" sizes="32x32" href="../favicon/favicon-32x32.png">
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||||
<link rel="icon" type="image/png" sizes="16x16" href="../favicon/favicon-16x16.png">
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||||
<link rel="manifest" href="../favicon/site.webmanifest">
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||||
<script src="../js/fuse.js"></script>
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||||
<script src="../js/search_helper.js"></script>
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||||
</head>
|
||||
<body class="search_plugin_added">
|
||||
<div id="qlog-header">
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||||
<a id="qlog-wordmark" href="../"><svg><use href="../images/quatalogHWordmark.svg#QuatalogHWordmark"></use></svg></a>
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||||
<form onsubmit="search_helper(event)">
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||||
<input type="text" id="search" class="header-search" placeholder="Search...">
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||||
</form>
|
||||
</div>
|
||||
<div id="cd-flex">
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||||
<div id="course-info-container">
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||||
<h1 id="name">
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||||
Human & Machine Learning
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</h1>
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<h2 id="code">
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||||
COGS-6230
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</h2>
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<p>
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This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.
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||||
</p>
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||||
<div id="cattrs-container">
|
||||
<span id="credits-pill" class="attr-pill">
|
||||
? credits
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||||
</span>
|
||||
</div>
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||||
<div id="prereq-container" class="rel-info-container">
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||||
<div id="prereq-title" class="rel-info-title">
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||||
Prereqs:
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||||
</div>
|
||||
<div id="prereq-classes" class="rel-info-courses">
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||||
<span class="none-rect">
|
||||
none
|
||||
</span>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div id="past-container">
|
||||
<h1 id="past-title">
|
||||
Past Term Data
|
||||
</h2>
|
||||
<input type="radio" id="simple-view-input" name="view-select" value="simple" checked="checked">
|
||||
<input type="radio" id="detail-view-input" name="view-select" value="detailed">
|
||||
<div id="opt-container">
|
||||
<div id="key-panel">
|
||||
<div id="yes-code" class="key-code">
|
||||
<span class="code-icon" id="yes-code-icon">
|
||||
<svg><use href="../icons.svg#circle-check"></use></svg>
|
||||
</span>
|
||||
Offered
|
||||
</div>
|
||||
<div id="no-code" class="key-code">
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||||
<span class="code-icon" id="no-code-icon">
|
||||
<svg><use href="../icons.svg#circle-no"></use></svg>
|
||||
</span>
|
||||
Not Offered
|
||||
</div>
|
||||
<div id="diff-code" class="key-code">
|
||||
<span class="code-icon" id="diff-code-icon">
|
||||
<svg><use href="../icons.svg#circle-question"></use></svg>
|
||||
</span>
|
||||
Offered as Cross-Listing Only
|
||||
</div>
|
||||
<div id="nil-code" class="key-code">
|
||||
<span class="code-icon" id="nil-code-icon">
|
||||
<svg><use href="../icons.svg#circle-empty"></use></svg>
|
||||
</span>
|
||||
No Term Data
|
||||
</div>
|
||||
</div>
|
||||
<div id="control-panel">
|
||||
<label for="simple-view-input" id="simple-view-label" class="view-option-label">
|
||||
<span class="view-icon" id="simple-view-icon">
|
||||
<span class="view-icon-selected"><svg><use href="../icons.svg#circle-dot"></use></svg></span>
|
||||
<span class="view-icon-unselected"><svg><use href="../icons.svg#circle-empty"></use></svg></span>
|
||||
</span>
|
||||
Simple View
|
||||
</label>
|
||||
<label for="detail-view-input" id="detail-view-label" class="view-option-label">
|
||||
<span class="view-icon" id="detail-view-icon">
|
||||
<span class="view-icon-selected"><svg><use href="../icons.svg#circle-dot"></use></svg></span>
|
||||
<span class="view-icon-unselected"><svg><use href="../icons.svg#circle-empty"></use></svg></span>
|
||||
</span>
|
||||
Detailed View
|
||||
</label>
|
||||
</div>
|
||||
</div>
|
||||
<table id="years-table">
|
||||
<thead>
|
||||
<tr>
|
||||
<th></th>
|
||||
<th class="spring season-label">Spring</th>
|
||||
<th class="summer season-label" colspan="2">Summer</th>
|
||||
<th class="fall season-label">Fall</th>
|
||||
</tr>
|
||||
<tr>
|
||||
<th colspan="2"></th>
|
||||
<th class="summer2 midsum-label">(Session 1)</th>
|
||||
<th class="summer3 midsum-label">(Session 2)</th>
|
||||
<th></th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<th class="year">2024</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2023</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2022</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2021</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2020</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2019</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2018</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2017</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2016</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2015</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2014</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2013</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2012</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2011</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2010</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2009</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2008</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2007</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2006</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2005</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2004</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2003</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2002</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2001</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">2000</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">1999</th>
|
||||
<td class="term spring not-offered">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<th class="year">1998</th>
|
||||
<td class="term spring unscheduled">
|
||||
</td>
|
||||
<td colspan="2" class="term summer not-offered">
|
||||
</td>
|
||||
<td class="term fall not-offered">
|
||||
</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
</body>
|
||||
</html>
|
||||
|
|
@ -1679,6 +1679,7 @@
|
|||
"COGS-4000",
|
||||
"COGS-4210",
|
||||
"COGS-4220",
|
||||
"COGS-4230",
|
||||
"COGS-4320",
|
||||
"COGS-4330",
|
||||
"COGS-4340",
|
||||
|
|
@ -1716,6 +1717,7 @@
|
|||
"COGS-6200",
|
||||
"COGS-6210",
|
||||
"COGS-6220",
|
||||
"COGS-6230",
|
||||
"COGS-6240",
|
||||
"COGS-6310",
|
||||
"COGS-6340",
|
||||
|
|
|
|||
|
|
@ -11918,6 +11918,13 @@
|
|||
"description" : "In this course, students will deepen their understanding of research principles and experimental practices in cognitive and behavioral science, and they will gain experience in applying concepts often discussed in human-oriented contexts (e.g., learning, theory of mind) to the animal world. In addition, they will be prepared to participate in revolutionizing our treatment of both the animals and the people with whom we share our lives.",
|
||||
"name" : "Animal Cognition and Interaction with Humans"
|
||||
},
|
||||
{
|
||||
"attributes" : null,
|
||||
"code" : "COGS-4230",
|
||||
"credits" : "? credits",
|
||||
"description" : "This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.",
|
||||
"name" : "Human & Machine Learning"
|
||||
},
|
||||
{
|
||||
"attributes" : null,
|
||||
"code" : "COGS-4320",
|
||||
|
|
@ -12189,6 +12196,13 @@
|
|||
"description" : "This is a graduate level course that extends the objectives of Cognitive Modeling I to additional cognitive architectures. The first part of the course is a survey of cognitive modeling paradigms. The second part will be a more in-depth coverage of two or three architectures and will be done by teams of students. Each team will study one architecture including the development of a model.",
|
||||
"name" : "Cognitive Modeling II"
|
||||
},
|
||||
{
|
||||
"attributes" : null,
|
||||
"code" : "COGS-6230",
|
||||
"credits" : "? credits",
|
||||
"description" : "This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.",
|
||||
"name" : "Human & Machine Learning"
|
||||
},
|
||||
{
|
||||
"attributes" : null,
|
||||
"code" : "COGS-6240",
|
||||
|
|
|
|||
Loading…
Reference in a new issue