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370 lines
14 KiB
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<html>
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<head>
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<title>
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CSCI-4160: Reinforcement Learning
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</title>
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<meta property="og:title" content="CSCI-4160: Reinforcement Learning">
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<meta property="og:description" content="This is an introductory course on the theory and practice of reinforcement learning (RL). We will derive the full RL framework, starting from Markov chains and Markov reward processes and building up to Markov decision processes. We will then cover classic RL approaches such as dynamic programming, Monte Carlo methods and Q-learning. Furthermore, we will cover more advanced topics such as deep learning, deep RL, as well as policy-gradient and actor-critic methods. Course activities include programming assignments as well as written homework testing students’ understanding of the material.">
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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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Reinforcement Learning
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</h1>
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<h2 id="code">
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CSCI-4160
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</h2>
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<p>
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This is an introductory course on the theory and practice of reinforcement learning (RL). We will derive the full RL framework, starting from Markov chains and Markov reward processes and building up to Markov decision processes. We will then cover classic RL approaches such as dynamic programming, Monte Carlo methods and Q-learning. Furthermore, we will cover more advanced topics such as deep learning, deep RL, as well as policy-gradient and actor-critic methods. Course activities include programming assignments as well as written homework testing students’ understanding of the material.
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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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Prereqs:
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<div id="prereq-classes" class="rel-info-courses">
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none
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Past Term Data
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Offered as Cross-Listing Only
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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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Detailed View
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<th class="fall season-label">Fall</th>
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<th colspan="2"></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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</thead>
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<th class="year">2024</th>
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<th class="year">2023</th>
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<td class="term spring not-offered">
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<th class="year">2022</th>
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<th class="year">2021</th>
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<th class="year">2020</th>
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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 colspan="2" class="term summer not-offered">
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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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<td colspan="2" class="term summer not-offered">
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<th class="year">2015</th>
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<td colspan="2" class="term summer not-offered">
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<tr>
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<th class="year">2014</th>
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<tr>
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<th class="year">2013</th>
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<th class="year">2012</th>
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<tr>
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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">2002</th>
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<th class="year">2001</th>
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<th class="year">2000</th>
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|
|
<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>
|