mirror of
https://github.com/quatalog/site.git
synced 2024-11-25 00:03:03 +00:00
406 lines
15 KiB
HTML
406 lines
15 KiB
HTML
<!DOCTYPE html>
|
|
<html>
|
|
<head>
|
|
<title>
|
|
CSCI-4140: Machine Learning & Optimiztn
|
|
</title>
|
|
<meta property="og:title" content="CSCI-4140: Machine Learning & Optimiztn">
|
|
<meta property="og:description" content="The first portion of this course introduces the optimization background necessary to understand the algorithms that dominate the landscape of machine learning. The second portion introduces effective architectures used in modern machine learning. Students revisit classical models and learn state-of-the-art models, always in service of gaining algorithmic insight that is broadly useful beyond specific models.">
|
|
<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">
|
|
<link rel="apple-touch-icon" sizes="180x180" href="../favicon/apple-touch-icon.png">
|
|
<link rel="icon" type="image/png" sizes="32x32" href="../favicon/favicon-32x32.png">
|
|
<link rel="icon" type="image/png" sizes="16x16" href="../favicon/favicon-16x16.png">
|
|
<link rel="manifest" href="../favicon/site.webmanifest">
|
|
<script src="../js/fuse.js"></script>
|
|
<script src="../js/search_helper.js"></script>
|
|
</head>
|
|
<body class="search_plugin_added">
|
|
<div id="qlog-header">
|
|
<a id="qlog-wordmark" href="../"><svg><use href="../images/quatalogHWordmark.svg#QuatalogHWordmark"></use></svg></a>
|
|
<form onsubmit="search_helper(event)">
|
|
<input type="text" id="search" class="header-search" placeholder="Search...">
|
|
</form>
|
|
</div>
|
|
<div id="cd-flex">
|
|
<div id="course-info-container">
|
|
<h1 id="name">
|
|
Machine Learning & Optimiztn
|
|
</h1>
|
|
<h2 id="code">
|
|
CSCI-4140
|
|
</h2>
|
|
<p>
|
|
The first portion of this course introduces the optimization background necessary to understand the algorithms that dominate the landscape of machine learning. The second portion introduces effective architectures used in modern machine learning. Students revisit classical models and learn state-of-the-art models, always in service of gaining algorithmic insight that is broadly useful beyond specific models.
|
|
</p>
|
|
<div id="cattrs-container">
|
|
<span id="credits-pill" class="attr-pill">
|
|
4 credits
|
|
</span>
|
|
</div>
|
|
<div id="crosslist-container">
|
|
<div id="crosslist-title" class="rel-info-title">
|
|
Cross-listed with:
|
|
</div>
|
|
<div id=crosslist-classes" class="rel-info-courses">
|
|
<a class="course-pill" href="CSCI-6962">CSCI-6962 Topics in CSCI</a>
|
|
</div>
|
|
</div>
|
|
<div id="prereq-container" class="rel-info-container">
|
|
<div id="prereq-title" class="rel-info-title">
|
|
Prereqs:
|
|
</div>
|
|
<div id="prereq-classes" class="rel-info-courses">
|
|
<a class="course-pill" href="CSCI-2300">CSCI-2300 Introduction To Algorithms</a>
|
|
<div class="pr-and">and</div>
|
|
<div class="pr-or-con">
|
|
<div class="pr-or-title">
|
|
one of:
|
|
</div>
|
|
<div class="pr-or">
|
|
<a class="course-pill" href="CSCI-2210">CSCI-2210 Math Fndtns Of Machine Lrning</a>
|
|
<a class="course-pill" href="MATH-4100">MATH-4100 Linear Algebra</a>
|
|
</div>
|
|
</div>
|
|
</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">
|
|
<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">2025</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer unscheduled">
|
|
</td>
|
|
<td class="term fall unscheduled">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2024</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered">
|
|
<div class="view-container detail-view-container">
|
|
<span class="term-course-info">
|
|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202409&subj_in=CSCI&crse_in=4140&schd_in=">Machine Learning & Optimiztn (4c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Alex Algernon Theodore Gittens</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 15/40
|
|
</span>
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2023</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2022</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2021</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2020</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</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 offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2018</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</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 offered-diff-code">
|
|
</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 offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2015</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2014</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2013</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2012</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</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 offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2010</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2009</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2008</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2007</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2006</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2005</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2004</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2003</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2002</th>
|
|
<td class="term spring offered-diff-code">
|
|
</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 offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2000</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">1999</th>
|
|
<td class="term spring offered-diff-code">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall offered-diff-code">
|
|
</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>
|