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2023-04-05 18:33:00 +00:00

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COGS-4410: Programming for Cognitive Science and Artificial Intelligence
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<meta property="og:description" content="Research in Cognitive Science and Artificial Intelligence (AI) is driven by data. Researchers in these fields collect, manipulate, model and analyze data generated by real-world processes. Since the amount of data available has grown exponentially, the ability to automate these tasks through computer programs is essential. Specifically, probabilistic and statistical computing are needed to learn from the data. The objectives of this course are for the student to perform exploratory data analysis and to acquire the basics of statistical and machine learning in order to model real-world datasets.">
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<h1 id="name">
Programming for Cognitive Science and Artificial Intelligence
</h1>
<h2 id="code">
COGS-4410
</h2>
<p>
Research in Cognitive Science and Artificial Intelligence (AI) is driven by data. Researchers in these fields collect, manipulate, model and analyze data generated by real-world processes. Since the amount of data available has grown exponentially, the ability to automate these tasks through computer programs is essential. Specifically, probabilistic and statistical computing are needed to learn from the data. The objectives of this course are for the student to perform exploratory data analysis and to acquire the basics of statistical and machine learning in order to model real-world datasets.
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4 credits
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Cross-listed with:
</div>
<div id=crosslist-classes" class="rel-info-courses">
<a class="course-pill" href="COGS-6410">COGS-6410 Programming for Cognitive Science and Artificial Intelligence</a>
<a class="course-pill" href="CSCI-4966">CSCI-4966 Economics And Computation</a>
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Prereqs:
</div>
<div id="prereq-classes" class="rel-info-courses">
<a class="course-pill" href="CSCI-2300">CSCI-2300 Introduction to Algorithms</a>
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<table id="years-table">
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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">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 class="term summer2 offered-diff-code">
</td>
<td class="term summer3 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 offered-diff-code">
</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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 16/10
</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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 14/10
</span>
</div>
</td>
</tr>
<tr>
<th class="year">2019</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=201909&subj_in=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 15/8
</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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 14/15
</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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 9/10
</span>
</div>
</td>
</tr>
<tr>
<th class="year">2016</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=201609&subj_in=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 9/6
</span>
</div>
</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">
<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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 6/6
</span>
</div>
</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">
<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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 8/10
</span>
</div>
</td>
</tr>
<tr>
<th class="year">2013</th>
<td class="term spring not-offered">
</td>
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<td class="term fall offered-diff-code">
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<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">
<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=COGS&crse_in=4410&schd_in=">Programming For Cog Sci & Ai (4c)</a>
</span>
<ul class="prof-list">
<li>Michael J. Schoelles</li>
</ul>
<span class="course-capacity">
Seats Taken: 3/7
</span>
</div>
</td>
</tr>
<tr>
<th class="year">2011</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">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 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">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">
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<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 not-offered">
</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 offered-diff-code">
</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 not-offered">
</td>
</tr>
<tr>
<th class="year">1999</th>
<td class="term spring offered-diff-code">
</td>
<td colspan="2" class="term summer not-offered">
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</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>
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