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621 lines
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HTML
621 lines
26 KiB
HTML
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<title>
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CSCI-6100: Machine Learning From Data
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</title>
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<meta property="og:title" content="CSCI-6100: Machine Learning From Data">
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<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 it be done? How can it be done 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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<input type="text" id="search" class="header-search" placeholder="Search...">
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</div>
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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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Machine Learning From Data
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</h1>
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<h2 id="code">
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CSCI-6100
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</h2>
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<p>
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Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can it be done? How can it be done 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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</p>
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<div id="cattrs-container">
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<span id="credits-pill" class="attr-pill">
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4 credits
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</span>
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</div>
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<div id="crosslist-container">
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<div id="crosslist-title" class="rel-info-title">
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Cross-listed with:
|
||
</div>
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||
<div id=crosslist-classes" class="rel-info-courses">
|
||
<a class="course-pill" href="CSCI-4100">CSCI-4100 Machine Learning From Data</a>
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</div>
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</div>
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<div id="prereq-container" class="rel-info-container">
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<div id="prereq-title" class="rel-info-title">
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Prereqs:
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</div>
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<div id="prereq-classes" class="rel-info-courses">
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<span class="none-rect">
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none
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</div>
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<div id="past-container">
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<h1 id="past-title">
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Past Term Data
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</h2>
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<input type="radio" id="simple-view-input" name="view-select" value="simple" checked="checked">
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<input type="radio" id="detail-view-input" name="view-select" value="detailed">
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<div id="opt-container">
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<div id="key-panel">
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<div id="yes-code" class="key-code">
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<span class="code-icon" id="yes-code-icon">
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<svg><use href="../icons.svg#circle-check"></use></svg>
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</span>
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Offered
|
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</div>
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<div id="no-code" class="key-code">
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<span class="code-icon" id="no-code-icon">
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<svg><use href="../icons.svg#circle-no"></use></svg>
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</span>
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Not Offered
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</div>
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<div id="diff-code" class="key-code">
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<span class="code-icon" id="diff-code-icon">
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<svg><use href="../icons.svg#circle-question"></use></svg>
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</span>
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Offered as Cross-Listing Only
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</div>
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<div id="nil-code" class="key-code">
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<span class="code-icon" id="nil-code-icon">
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<svg><use href="../icons.svg#circle-empty"></use></svg>
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</span>
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No Term Data
|
||
</div>
|
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</div>
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<div id="control-panel">
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<label for="simple-view-input" id="simple-view-label" class="view-option-label">
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<span class="view-icon" id="simple-view-icon">
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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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</span>
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Simple View
|
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</label>
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<label for="detail-view-input" id="detail-view-label" class="view-option-label">
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<span class="view-icon" id="detail-view-icon">
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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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</span>
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Detailed View
|
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</label>
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||
</div>
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||
</div>
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<table id="years-table">
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<thead>
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<tr>
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||
<th></th>
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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>
|
||
</tr>
|
||
<tr>
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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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||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<th class="year">2024</th>
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||
<td class="term spring not-offered">
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||
</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=CSCI&crse_in=6100&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: 18/64
|
||
</span>
|
||
</div>
|
||
</td>
|
||
</tr>
|
||
<tr>
|
||
<th class="year">2023</th>
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||
<td class="term spring not-offered">
|
||
</td>
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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=202309&subj_in=CSCI&crse_in=6100&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: 18/64
|
||
</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=6100&schd_in=">Machine Learning From Data (4c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Uzma Mushtaque</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 14/40
|
||
</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=6100&schd_in=">Machine Learning From Data (4c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Uzma Mushtaque</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 19/20
|
||
</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=6100&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: 37/30
|
||
</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=6100&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: 38/50
|
||
</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=6100&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: 37/0
|
||
</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=6100&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: 28/0
|
||
</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=6100&schd_in=">Machine Learning From Data (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 43/100
|
||
</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=6100&schd_in=">Machine Learning From Data (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 48/100
|
||
</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=6100&schd_in=">Machine Learning From Data (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 42/50
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 40/30
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 29/20
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 22/60
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 26/60
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 20/60
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 22/60
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Sanmay Das</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 12/30
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Sanmay Das</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 8/30
|
||
</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=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 13/40
|
||
</span>
|
||
</div>
|
||
</td>
|
||
</tr>
|
||
<tr>
|
||
<th class="year">2001</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=200101&subj_in=CSCI&crse_in=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 17/30
|
||
</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=200109&subj_in=CSCI&crse_in=6100&schd_in=">Machine Learning (3c)</a>
|
||
</span>
|
||
<ul class="prof-list">
|
||
<li>Malik Magdon-Ismail</li>
|
||
</ul>
|
||
<span class="course-capacity">
|
||
Seats Taken: 9/50
|
||
</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>
|