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ECSE-4810: Introduction To Probabilistic Graphical Models
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<h1 id="name">
Introduction To Probabilistic Graphical Models
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<h2 id="code">
ECSE-4810
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<p>
This course covers topics related to learning and inference with different types of Probabilistic Graphical Models (PGMs). It also demonstrates the application of PGMs to different fields. The course covers both directed and undirected graphical models, both parameter and structure learning, and both exact and approximated inference methods.
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3 credits
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Cross-listed with:
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<a class="course-pill" href="ECSE-6810">ECSE-6810 Introduction To Probabilistic Graphical Models</a>
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Prereqs:
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one of:
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<a class="course-pill" href="ECSE-2500">ECSE-2500 Engineering Probability</a>
<a class="course-pill" href="ENGR-2600">ENGR-2600 Modeling & Analysis Uncertaint</a>
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<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 not-offered">
</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 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=202409&subj_in=ECSE&crse_in=4810&schd_in=">Introduction To Probabilistic Graphical Models (3c)</a>
</span>
<ul class="prof-list">
<li>Qiang Ji</li>
</ul>
<span class="course-capacity">
Seats Taken: 4/30
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</td>
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<tr>
<th class="year">2023</th>
<td class="term spring not-offered">
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<th class="year">2022</th>
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<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=202209&subj_in=ECSE&crse_in=4810&schd_in=">Introduction To Probabilistic Graphical Models (3c)</a>
</span>
<ul class="prof-list">
<li>Qiang Ji</li>
</ul>
<span class="course-capacity">
Seats Taken: 3/50
</span>
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<th class="year">2021</th>
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<th class="year">2019</th>
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<th class="year">2018</th>
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<th class="year">2017</th>
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<th class="year">2016</th>
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<th class="year">2014</th>
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<th class="year">2013</th>
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<th class="year">2011</th>
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<th class="year">2010</th>
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<th class="year">2009</th>
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<th class="year">2008</th>
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<th class="year">2007</th>
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<th class="year">2006</th>
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<th class="year">2005</th>
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<th class="year">2004</th>
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<th class="year">2003</th>
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<th class="year">2002</th>
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<th class="year">2001</th>
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<th class="year">2000</th>
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<th class="year">1999</th>
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<th class="year">1998</th>
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