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389 lines
15 KiB
HTML
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COGS-4230: Human & Machine Learning
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<meta property="og:title" content="COGS-4230: Human & Machine Learning">
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<meta property="og:description" content="This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.">
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<h1 id="name">
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Human & Machine Learning
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</h1>
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<h2 id="code">
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COGS-4230
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</h2>
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<p>
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This seminar explores the growing convergence between computational theories of human and machine learning. The course will focus on major theoretical frameworks including deep learning, Bayesian inference, information theory, and reinforcement learning, utilizing journal articles from both machine learning and cognitive science literatures. These topics will be critically evaluated from the perspective of how computational theories can be instantiated in cognitive systems. Both successes, and limitations, of current computational theories will be considered.
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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:
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</div>
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<div id=crosslist-classes" class="rel-info-courses">
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<a class="course-pill" href="COGS-6230">COGS-6230 Human & Machine Learning</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 id="prereq-classes" class="rel-info-courses">
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<span class="none-rect">
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none
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<h1 id="past-title">
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Past Term Data
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</h2>
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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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Offered
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<svg><use href="../icons.svg#circle-no"></use></svg>
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Not Offered
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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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Offered as Cross-Listing Only
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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
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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>
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<th class="summer season-label" colspan="2">Summer</th>
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<th class="fall season-label">Fall</th>
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</tr>
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<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>
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</thead>
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<tbody>
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<tr>
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<th class="year">2024</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202409&subj_in=COGS&crse_in=4230&schd_in="> Human & Machine Learning (4c)</a>
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</span>
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<ul class="prof-list">
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<li>Christopher Robert Sims</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 0/19
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</span>
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</div>
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</td>
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</tr>
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<tr>
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<th class="year">2023</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2022</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2021</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2020</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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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>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2018</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2017</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2016</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2015</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2014</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2013</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2012</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2011</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2010</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2009</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2008</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2007</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2006</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2005</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2004</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2003</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2002</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2001</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2000</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">1999</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">1998</th>
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<td class="term spring unscheduled">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</body>
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</html>
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