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CSCI-4140: Machine Learning & Optimiztn
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<meta property="og:description" content="The first portion of this course introduces the optimization background necessary to understand the algorithms that dominate the landscape of machine learning. The second portion introduces effective architectures used in modern machine learning. Students revisit classical models and learn state-of-the-art models, always in service of gaining algorithmic insight that is broadly useful beyond specific models.">
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Machine Learning & Optimiztn
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CSCI-4140
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<p>
The first portion of this course introduces the optimization background necessary to understand the algorithms that dominate the landscape of machine learning. The second portion introduces effective architectures used in modern machine learning. Students revisit classical models and learn state-of-the-art models, always in service of gaining algorithmic insight that is broadly useful beyond specific models.
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4 credits
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Cross-listed with:
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<a class="course-pill" href="CSCI-6962">CSCI-6962 Topics in CSCI</a>
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Prereqs:
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<a class="course-pill" href="CSCI-2300">CSCI-2300 Introduction To Algorithms</a>
<div class="pr-and">and</div>
<div class="pr-or-con">
<div class="pr-or-title">
one of:
</div>
<div class="pr-or">
<a class="course-pill" href="CSCI-2210">CSCI-2210 Math Fndtns Of Machine Lrning</a>
<a class="course-pill" href="MATH-4100">MATH-4100 Linear Algebra</a>
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<th class="spring season-label">Spring</th>
<th class="summer season-label" colspan="2">Summer</th>
<th class="fall season-label">Fall</th>
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<th class="summer2 midsum-label">(Session 1)</th>
<th class="summer3 midsum-label">(Session 2)</th>
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<th class="year">2024</th>
<td class="term spring offered-diff-code">
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<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=CSCI&crse_in=4140&schd_in=">Machine Learning & Optimiztn (4c)</a>
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<ul class="prof-list">
<li>Alex Algernon Theodore Gittens</li>
</ul>
<span class="course-capacity">
Seats Taken: 21/40
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