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15 KiB
HTML
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CSCI-4140: Machine Learning & Optimiztn
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<meta property="og:title" content="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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</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 & Optimiztn
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</h1>
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<h2 id="code">
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CSCI-4140
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</h2>
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<p>
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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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</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="CSCI-6962">CSCI-6962 Topics in CSCI</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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<a class="course-pill" href="CSCI-2300">CSCI-2300 Introduction To Algorithms</a>
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<div class="pr-and">and</div>
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<div class="pr-or-con">
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<div class="pr-or-title">
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one of:
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</div>
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<div class="pr-or">
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<a class="course-pill" href="CSCI-2210">CSCI-2210 Math Fndtns Of Machine Lrning</a>
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<a class="course-pill" href="MATH-4100">MATH-4100 Linear Algebra</a>
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</div>
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</div>
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<h1 id="past-title">
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Past Term Data
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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 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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Not Offered
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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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Offered as Cross-Listing Only
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</div>
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<svg><use href="../icons.svg#circle-empty"></use></svg>
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No Term Data
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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>
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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">2025</th>
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<td class="term spring offered-diff-code">
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</td>
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<td colspan="2" class="term summer unscheduled">
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</td>
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<td class="term fall unscheduled">
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</td>
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</tr>
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<tr>
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<th class="year">2024</th>
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<td class="term spring offered-diff-code">
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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=CSCI&crse_in=4140&schd_in=">Machine Learning & Optimiztn (4c)</a>
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</span>
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<ul class="prof-list">
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<li>Alex Algernon Theodore Gittens</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 15/40
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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 offered-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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 offered-diff-code">
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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-diff-code">
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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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