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2024-03-18 15:22:45 +00:00
BMED-6420: Engineering Math: Data Science
2024-03-02 06:45:21 +00:00
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2024-03-18 15:22:45 +00:00
<meta property="og:title" content="BMED-6420: Engineering Math: Data Science">
2024-03-02 06:45:21 +00:00
<meta property="og:description" content="The course covers matrix algebra and decompositions, including eigenvalue and generalized eigenvalue problems, solving multivariate constraint and unconstraint optimization problems, gradient-based optimization for solving nonlinear optimization problems, and regression analysis. Concepts that are discussed include solving nonlinear optimization problems, first- and second-order gradient-based methods, estimating parameters for multiple linear regression and mechanistic first-principle models. The course also introduces important data science tasks: data analysis, regression, classification and presents application studies related to biomedical engineering.">
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2024-03-18 15:22:45 +00:00
Engineering Math: Data Science
2024-03-02 06:45:21 +00:00
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<h2 id="code">
BMED-6420
</h2>
<p>
The course covers matrix algebra and decompositions, including eigenvalue and generalized eigenvalue problems, solving multivariate constraint and unconstraint optimization problems, gradient-based optimization for solving nonlinear optimization problems, and regression analysis. Concepts that are discussed include solving nonlinear optimization problems, first- and second-order gradient-based methods, estimating parameters for multiple linear regression and mechanistic first-principle models. The course also introduces important data science tasks: data analysis, regression, classification and presents application studies related to biomedical engineering.
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3 credits
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<table id="years-table">
<thead>
<tr>
<th></th>
<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>
<th colspan="2"></th>
<th class="summer2 midsum-label">(Session 1)</th>
<th class="summer3 midsum-label">(Session 2)</th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th class="year">2024</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">
2024-03-18 14:26:40 +00:00
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202409&subj_in=BMED&crse_in=6420&schd_in=">Engineering Math: Data Science (3c)</a>
2024-03-02 06:45:21 +00:00
</span>
<ul class="prof-list">
<li>FNU Rahul</li>
</ul>
<span class="course-capacity">
2024-06-02 15:23:43 +00:00
Seats Taken: 3/35
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</span>
</div>
</td>
</tr>
<tr>
<th class="year">2023</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">2022</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">2021</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">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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 16/15
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 16/10
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 14/10
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 19/39
</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 not-offered">
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 7/45
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 11/15
</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=BMED&crse_in=6420&schd_in=">Clincal Orthopaedics And Research (4c)</a>
</span>
<ul class="prof-list">
<li>Eric Howard Ledet</li>
</ul>
<span class="course-capacity">
Seats Taken: 13/10
</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 not-offered">
</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 not-offered">
</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 not-offered">
</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 not-offered">
</td>
</tr>
<tr>
<th class="year">2008</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=200801&subj_in=BMED&crse_in=6420&schd_in=">Biology And Engr Of Ecm (3c)</a>
</span>
<ul class="prof-list">
<li>Jan Philip Stegemann</li>
</ul>
<span class="course-capacity">
Seats Taken: 9/10
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</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 not-offered">
</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 not-offered">
</td>
</tr>
<tr>
<th class="year">2001</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">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>
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