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<div class="elementToProof"><span style="font-family: Arial, Helvetica, sans-serif; font-size: 10pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);" class="elementToProof">Unfortunately our speaker had to cancel the talk for tomorrow. We hope to
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<span style="font-size: 12px;">Department of Mathematics</span></div>
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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> Monday, January 9, 2023 8:38 AM<br>
<b>To:</b> mathmajors@uw.edu <mathmajors@uw.edu><br>
<b>Subject:</b> Jan. 12 1-2pm talk by Prof. Steven Brunton - Machine Learning & Dynamic Systems</font>
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<div class="x_elementToProof"><span style="font-family:Arial,Helvetica,sans-serif; font-size:10pt; color:rgb(0,0,0); background-color:rgb(255,255,255)">Dear Math Majors,</span></div>
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ACMS is hosting a talk that you might be interested in. Please join us!</div>
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<div class="x_FluidPluginCopy" style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px; background-color:rgb(255,255,255)">Thursday, January 12 </span></div>
<div class="x_FluidPluginCopy" style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px; background-color:rgb(255,255,255)"><a href="https://www.me.washington.edu/facultyfinder/steve-brunton" title="https://www.me.washington.edu/facultyfinder/steve-brunton" data-loopstyle="link" class="x_ContentPasted0" style="margin:0px">Professor
Steve Brunton</a><span class="x_ContentPasted0"> </span>from Mechanical Engineering to talk about machine learning and dynamic systems</span></div>
<div class="x_FluidPluginCopy" style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px; background-color:rgb(255,255,255)">1-1:50pm in </span><a href="https://www.washington.edu/students/maps/map.cgi?CSE2" class="x_ContentPasted3 x_ContentPasted0" data-loopstyle="link" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px">CSE2</a><span class="x_ContentPasted0" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px"> G20</span></div>
<div class="x_FluidPluginCopy" style="font-size:14px; margin:0px"><span class="x_ContentPasted0" style="font-size:10pt; font-family:Arial,Helvetica,sans-serif; margin:0px">All ACMS & MATH majors are encouraged to attend.</span></div>
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<p class="x_FluidPluginCopy" style="margin:0px"><span class="x_ContentPasted4 x_ContentPasted0" style="margin:0px; font-kerning:none">Title: Machine Learning for Scientific Discovery</span></p>
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<p class="x_FluidPluginCopy" style="margin:0px"><span class="x_ContentPasted4 x_ContentPasted0" style="margin:0px; font-kerning:none">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"> </span></span><span class="x_ContentPasted4 x_ContentPasted0" style="margin:0px; font-kerning:none">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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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/" target="_blank" rel="noopener noreferrer" data-auth="NotApplicable" data-safelink="true" data-linkindex="0" class="x_ContentPasted2 x_ContentPasted0 x_ContentPasted5" style="font-size:10pt; margin:0px; background-color:rgb(255,255,255)">https://uwmathandacms.wordpress.com/blog/</a><br>
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<span style="font-family:Arial,Helvetica,sans-serif; font-size:10pt; color:rgb(0,0,0); background-color:rgba(0,0,0,0)">Best regards,</span><br>
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