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<div id="divRplyFwdMsg" dir="ltr"><font face="Calibri, sans-serif" style="font-size:11pt" color="#000000"><b>From:</b> Math & ACMS Student Services Office <mathadv@uw.edu><br>
<b>Sent:</b> Tuesday, March 28, 2023 8:55 PM<br>
<b>To:</b> acmsmajors@uw.edu <acmsmajors@uw.edu><br>
<b>Subject:</b> ACMS seminar - March 30 1pm Steve Brunton</font>
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<div><span style="font-size:15px; margin:0px; color:rgb(36,36,36); background-color:rgb(255,255,255)"><span class="x_elementToProof" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px; color:black; background-color:white">Hello ACMS Majors!</span></span></div>
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to spring quarter! <span style="margin:0px; background-color:white">We hope you had a great spring break. We are making an effort to reduce the number of emails you receive from our office. We do receive a lot of announcements and have been posting those
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we have our ACMS Seminar course running, MATH 282 (sln 16932) for 1 credit cr/nc grading. The seminar will meet just a few times in the quarter on Thursdays from 1-1:50pm when we have a guest speaker. </span></span></div>
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<span style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; margin:0px; background-color:white">Thursday, March 30</span></span></div>
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<div style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; margin:0px; background-color:white"><a href="https://www.me.washington.edu/facultyfinder/steve-brunton" data-auth="NotApplicable" data-loopstyle="link" title="https://www.me.washington.edu/facultyfinder/steve-brunton" data-safelink="true" data-linkindex="0" class="x_ContentPasted0" style="margin:0px">Professor
Steve<span style="margin:0px"> </span><span data-markjs="true" class="x_markwdywt04bl" data-ogac="" data-ogab="" data-ogsc="" data-ogsb="" style="margin:0px">Brunton</span></a><span class="x_ContentPasted0" style="margin:0px"> </span>from Mechanical Engineering
to talk about machine learning and dynamic systems</span></div>
<div style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; margin:0px; background-color:white">1-1:50pm in<span class="x_ContentPasted0"> </span><a href="http://uw.edu/maps/?mgh" data-auth="NotApplicable" title="uw.edu/maps/?mgh" data-loopstyle="link" class="x_ContentPasted0" style="margin:0px">MGH
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<div style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; margin:0px">All ACMS & MATH majors are encouraged to attend. There will be snacks!</span></div>
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<p style="margin-top:0px; margin-bottom:0px; margin:0px"><span class="x_ContentPasted0" style="font-kerning:none; margin:0px">Title: Machine Learning for Scientific Discovery</span></p>
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<p style="margin-top:0px; margin-bottom:0px; margin:0px"><span class="x_ContentPasted0" style="font-kerning:none; margin:0px">Abstract: Accurate and efficient nonlinear dynamical systems models are essential understand, predict, estimate, and control complex
natural and engineered systems. In this talk, I will explore how machine learning may be used to develop these models purely from measurement data. We will emphasize techniques that yield models that are interpretable and generalizable, capturing the essential
“physics” of the system. We also discuss the importance of learning effective coordinate systems in which the dynamics may be learned. This machine learning modeling approach will be demonstrated on a range of challenging modeling problems, for example in
fluid dynamics. <span class="x_ContentPasted0" style="margin:0px"> </span></span><span class="x_ContentPasted0" style="font-kerning:none; margin:0px">Because fluid dynamics is central to transportation, health, and defense systems, we will emphasize the importance
of machine learning solutions that are interpretable, explainable, generalizable, and that respect known physics.</span></p>
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<p style="margin-top:0px; margin-bottom:0px; margin:0px"><span style="font-kerning:none; margin:0px"><span class="x_ContentPasted0" style="margin:0px; background-color:white">We are making an effort to reduce the number of emails you receive from our office.
We do receive a lot of announcements and have been posting those here: </span><a href="https://uwmathandacms.wordpress.com/blog/" data-auth="NotApplicable" data-safelink="true" data-linkindex="2" class="x_ContentPasted0" style="margin:0px; background-color:white">https://uwmathandacms.wordpress.com/blog/</a></span></p>
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