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394 lines
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HTML
394 lines
16 KiB
HTML
<!DOCTYPE html>
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<html>
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<title>
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COGS-4430: Learning and Advanced Game AI
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</title>
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<meta property="og:title" content="COGS-4430: Learning and Advanced Game AI">
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<meta property="og:description" content="Digital gaming is one of the most rapidly developing fields. The effort required for developing games is not trivial. To make a game fun to play, the design of the game levels and/or the AI-driven opponents need to be intelligent and adaptive to the players' strategies and skills. In this course, students will learn and explore using machine learning techniques to automate the design process of digital games. The course will cover basic and advanced topics in Artificial Intelligence and Learning, such as Decision Trees, Neural Networks, Genetic Algorithms, and Reinforcement Learning. Students will gain hands-on experience in applying these techniques in computer games. The course will also introduce psychological theories and studies about people's decision-making and emotional processes and how they are related to the players' experience in games. This course will take the form of a combination of lectures, presentations by students, class discussions, and independent study.">
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<div id="qlog-header">
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<a id="qlog-wordmark" href="../"><svg><use href="../images/quatalogHWordmark.svg#QuatalogHWordmark"></use></svg></a>
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<input type="text" id="search" class="header-search" placeholder="Search...">
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</form>
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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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Learning and Advanced Game AI
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</h1>
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<h2 id="code">
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COGS-4430
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</h2>
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<p>
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Digital gaming is one of the most rapidly developing fields. The effort required for developing games is not trivial. To make a game fun to play, the design of the game levels and/or the AI-driven opponents need to be intelligent and adaptive to the players' strategies and skills. In this course, students will learn and explore using machine learning techniques to automate the design process of digital games. The course will cover basic and advanced topics in Artificial Intelligence and Learning, such as Decision Trees, Neural Networks, Genetic Algorithms, and Reinforcement Learning. Students will gain hands-on experience in applying these techniques in computer games. The course will also introduce psychological theories and studies about people's decision-making and emotional processes and how they are related to the players' experience in games. This course will take the form of a combination of lectures, presentations by students, class discussions, and independent study.
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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-6430">COGS-6430 Learning and Advanced Game AI</a>
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<a class="course-pill" href="CSCI-4966">CSCI-4966 Economics And Computation</a>
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<a class="course-pill" href="CSCI-6961">CSCI-6961 Network Resilience</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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<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="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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</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
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</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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Detailed View
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</label>
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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">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 class="term summer2 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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Learning & Advanced Game Ai (4c)
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</span>
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<ul class="prof-list">
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<li>Mei Si</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 8/19
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</span>
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</div>
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</td>
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<td class="term summer3 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 not-offered">
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</td>
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<td colspan="2" class="term summer offered-diff-code">
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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">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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Learning & Advanced Game Ai (4c)
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</span>
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<ul class="prof-list">
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<li>Mei Si</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 10/15
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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">2019</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">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 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">2016</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">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 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">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 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">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 offered-diff-code">
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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 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 offered-diff-code">
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</td>
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<td colspan="2" class="term summer offered-diff-code">
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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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