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<head>
<title>
CSCI-4100: Machine Learning from Data
</title>
<meta property="og:title" content="CSCI-4100: Machine Learning from Data">
<meta property="og:description" content="Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can we do it? How can we do it well? The course offers a mix of theory, technique, and application with additional selected topics chosen from Pattern Recognition, Decision Trees, Neural Networks, RBF's, Bayesian Learning, PAC Learning, Support Vector Machines, Gaussian processes, and Hidden Markov Models.">
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<div id="course-info-container">
<h1 id="name">
Machine Learning from Data
</h1>
<h2 id="code">
CSCI-4100
</h2>
<p>
Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can we do it? How can we do it well? The course offers a mix of theory, technique, and application with additional selected topics chosen from Pattern Recognition, Decision Trees, Neural Networks, RBF's, Bayesian Learning, PAC Learning, Support Vector Machines, Gaussian processes, and Hidden Markov 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-6100">CSCI-6100 Machine Learning from Data</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>
</div>
</div>
<div id="past-container">
<h1 id="past-title">
Past Term Data
</h2>
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Offered
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Not Offered
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Offered as Cross-Listing Only
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No Term Data
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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">2023</th>
<td class="term spring not-offered">
</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=202309&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 166/178
</span>
</div>
</td>
</tr>
<tr>
<th class="year">2022</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=202201&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Uzma Mushtaque</li>
</ul>
<span class="course-capacity">
Seats Taken: 52/80
</span>
</div>
</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 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=202101&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Uzma Mushtaque</li>
</ul>
<span class="course-capacity">
Seats Taken: 38/60
</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=202109&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 132/150
</span>
</div>
</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 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=202009&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Uzma Mushtaque</li>
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 154/180
</span>
</div>
</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">
<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=201909&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 73/0
</span>
</div>
</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 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=201809&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 50/0
</span>
</div>
</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">
<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=201709&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 44/0
</span>
</div>
</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">
<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=201609&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 71/140
</span>
</div>
</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 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=201509&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning From Data (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 73/100
</span>
</div>
</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 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=201409&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 39/50
</span>
</div>
</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 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=201309&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 32/50
</span>
</div>
</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 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=201209&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 39/60
</span>
</div>
</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">
<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=201109&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 24/60
</span>
</div>
</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 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=201009&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 24/60
</span>
</div>
</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 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=200909&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 33/60
</span>
</div>
</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 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=200809&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Sanmay Das</li>
</ul>
<span class="course-capacity">
Seats Taken: 11/30
</span>
</div>
</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 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=200709&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Sanmay Das</li>
</ul>
<span class="course-capacity">
Seats Taken: 2/30
</span>
</div>
</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 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=200209&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 11/50
</span>
</div>
</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">
<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=200109&subj_in=CSCI&crse_in=4100&schd_in=">Machine Learning (4c)</a>
</span>
<ul class="prof-list">
<li>Malik Magdon-Ismail</li>
</ul>
<span class="course-capacity">
Seats Taken: 18/50
</span>
</div>
</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>
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