mirror of
https://github.com/quatalog/site.git
synced 2024-11-18 12:52:50 +00:00
436 lines
17 KiB
HTML
436 lines
17 KiB
HTML
<!DOCTYPE html>
|
|
<html>
|
|
<head>
|
|
<title>
|
|
CSCI-2210: Math Fndtns Of Machine Lrning
|
|
</title>
|
|
<meta property="og:title" content="CSCI-2210: Math Fndtns Of Machine Lrning">
|
|
<meta property="og:description" content="This course covers the essential building blocks of machine learning, focusing on topics in linear algebra, continuous probability and stochastic, and optimization. This provides students with foundational mathematical concepts to the components of machine learning - data, models, and learning algorithms - at an introductory level, emphasizing their basic functionalities and relationships. These mathematical foundations are the bedrock upon which machine learning is constructed. The topics that will be covered in this course are: Vectors, matrices, matrix operations and decomposition, eigenvalues, eigenvectors, vector calculus, calculating gradients of functions of vectors and matrices, probability theory, and linear regression.">
|
|
<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">
|
|
Math Fndtns Of Machine Lrning
|
|
</h1>
|
|
<h2 id="code">
|
|
CSCI-2210
|
|
</h2>
|
|
<p>
|
|
This course covers the essential building blocks of machine learning, focusing on topics in linear algebra, continuous probability and stochastic, and optimization. This provides students with foundational mathematical concepts to the components of machine learning - data, models, and learning algorithms - at an introductory level, emphasizing their basic functionalities and relationships. These mathematical foundations are the bedrock upon which machine learning is constructed. The topics that will be covered in this course are: Vectors, matrices, matrix operations and decomposition, eigenvalues, eigenvectors, vector calculus, calculating gradients of functions of vectors and matrices, probability theory, and linear regression.
|
|
</p>
|
|
<div id="cattrs-container">
|
|
<span id="credits-pill" class="attr-pill">
|
|
1 credit
|
|
</span>
|
|
</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">
|
|
<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">
|
|
<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 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=200101&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Daniel M. Manthey</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 39/120
|
|
</span>
|
|
</div>
|
|
</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 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=200001&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Daniel M. Manthey</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 24/120
|
|
</span>
|
|
</div>
|
|
</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=200009&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Daniel M. Manthey</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 19/120
|
|
</span>
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">1999</th>
|
|
<td class="term spring 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=199901&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Alok K Mehta</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 23/120
|
|
</span>
|
|
</div>
|
|
</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=199909&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Daniel M. Manthey</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 13/120
|
|
</span>
|
|
</div>
|
|
</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 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=199809&subj_in=CSCI&crse_in=2210&schd_in=">Programming In Lisp (1c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Kenneth William Flynn</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 22/120
|
|
</span>
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
</div>
|
|
</div>
|
|
</body>
|
|
</html>
|