<div dir="ltr">This talk on Machine Learning for Physics could be interesting.<div>Unfortunately, it conflicts with the S&DS seminar.<br><div><br></div><div><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse"><tbody><tr><td valign="top" style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse"><tbody><tr><td style="padding:0in 0in 7.5pt"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse"><tbody><tr><td style="padding:7.5pt 0in 0in"><div align="center"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse"><tbody><tr><td style="padding:0in"><p class="MsoNormal" style="line-height:14.95px"><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><img border="0" width="200" height="51" id="m_-6282012726367587131_x0000_i1029" src="https://image.message.yale.edu/lib/fe4315707564057f701473/m/1/cff8c783-35ee-4682-80ad-3f28a5efb9f0.jpg" alt="Wright Lab Logo" class="gmail-CToWUd" style="width: 2.0833in; height: 0.5277in;"></span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u><u></u></span></p></td></tr></tbody></table></div></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr><td valign="top" style="padding:0in"><table border="1" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse;border:none;min-width:100%"><tbody><tr><td style="border-top:none;border-right:none;border-left:none;border-bottom:1pt solid rgb(174,174,174);padding:7.5pt 0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:7.5pt 7.5pt 0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td width="100%" valign="top" style="width:560px;padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td style="padding:0in 0in 7.5pt"><h1 style="margin-right:0in;margin-left:0in;font-size:24pt;font-family:Calibri,sans-serif;color:gray"><span style="font-size:18pt;font-family:Arial,sans-serif;color:rgb(0,53,107)">Physics Club</span><span style="font-size:18pt;font-family:Arial,sans-serif;color:rgb(32,32,32)"><u></u><u></u></span></h1></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><p class="MsoNormal" style="line-height:14.95px"><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u> <u></u></span></p><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:7.5pt"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td width="50%" valign="top" style="width:277.005px;padding:0in 2.25pt 0in 0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:277.005px;border-collapse:collapse"><tbody><tr><td style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:277.005px;border-collapse:collapse"><tbody><tr><td style="padding:0in"><p class="MsoNormal" style="line-height:14.95px"><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><img border="0" width="149" height="200" id="m_-6282012726367587131_x0000_i1028" src="https://image.message.yale.edu/lib/fe4315707564057f701473/m/1/b224710e-2f7d-4449-92cf-ca1ebacff576.jpg" class="gmail-CToWUd" style="width: 1.5486in; height: 2.0833in;"></span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u><u></u></span></p></td></tr></tbody></table></td></tr></tbody></table></td><td width="50%" valign="top" style="width:277.005px;padding:0in 0in 0in 2.25pt"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:277.005px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:0in"><p class="MsoNormal" style="line-height:14.95px"><b><span style="font-size:13.5pt;line-height:20.7px;font-family:Arial,sans-serif;color:black">Benjamin Nachman</span></b><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><br></span><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:black">Lawrence Berkeley National Laboratory</span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><br><br></span><b><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:rgb(0,53,107)">Monday, October 31, 2022</span></b><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif"><br></span><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:black">4:00 pm</span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><br><br></span><b><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:black">SPL 57</span></b><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:black"> (Zoom info below)<br><br>Refreshments at 3:30 pm outside lecture hall</span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><br> <u></u><u></u></span></p></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><p class="MsoNormal" style="line-height:14.95px"><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u> <u></u></span></p><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:580px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:7.5pt"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse;min-width:100%"><tbody><tr><td style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td width="100%" valign="top" style="width:560px;padding:0in 0in 2.25pt"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td style="padding:0in"><p style="line-height:14.95px"><b><span style="font-size:12pt;line-height:18.4px;font-family:Arial,sans-serif;color:black">Machine Learning for Fundamental Physics</span></b><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><br><br></span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif;color:black">I will describe an exciting and rapidly growing research program aimed at advancing the potential for discovery and interdisciplinary collaboration by approaching Particle, Nuclear, and Astro Physics challenges through the lens of modern machine learning (ML). This research program has two complementary components. Ab initio simulations are a powerful tool of fundamental physics and the first component described in the talk will be the optimal combination of simulations with ML. The second component will focus on simulation-free problems where ML can be used to identify patterns in high-dimensional feature spaces that would be unfindable with traditional methods.<br><br><b>Host:</b> <a href="mailto:ian.moult@yale.edu?subject=" title="Ian Moult" target="_blank"><span style="color:rgb(0,53,107);text-decoration-line:none">Ian Moult</span></a><br><br><b>Zoom link: </b><a href="https://click.message.yale.edu/?qs=9749bfd0e6bd49263aefe95379f12d434bb45055b4c35d24ddafbe172bb827d8b25c6c991de4fcd5ef5ef4de7a1cfafd22377d2dc3c89655" title="https://yale.zoom.us/j/99729391069? pwd=cGpwNkU1T3JwRFFsZDVMWll5U1hKUT09" target="_blank"><span style="color:rgb(0,53,107);text-decoration-line:none">https://yale.zoom.us/j/99729391069</span></a> <b>Password</b>: 519420</span><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u><u></u></span></p></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr><td style="padding:0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse;min-width:100%"><tbody><tr><td width="100%" valign="top" style="width:560px;padding:2.25pt 0in 0in"><table border="0" cellspacing="0" cellpadding="0" width="100%" style="width:560px;border-collapse:collapse"><tbody><tr><td style="padding:7.5pt 0in 0in"><div><p class="MsoNormal" style="line-height:14.95px"><i><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif;color:rgb(127,140,141)">Physics Club is a weekly colloquium of general interest to the departments of Physics, Applied Physics, Astronomy, and Mathematics.  The series is aimed at graduate students, postdoctoral researchers, research staff and faculty.</span></i><span style="font-size:10.5pt;line-height:16.1px;font-family:Arial,sans-serif"><u></u><u></u></span></p></div></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></div></div></div>