<html xmlns:v="urn:schemas-microsoft-com:vml" xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:w="urn:schemas-microsoft-com:office:word" xmlns:m="http://schemas.microsoft.com/office/2004/12/omml" xmlns="http://www.w3.org/TR/REC-html40">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=iso-8859-1">
<meta name="Generator" content="Microsoft Word 15 (filtered medium)">
<!--[if !mso]><style>v\:* {behavior:url(#default#VML);}
o\:* {behavior:url(#default#VML);}
w\:* {behavior:url(#default#VML);}
.shape {behavior:url(#default#VML);}
</style><![endif]--><style><!--
/* Font Definitions */
@font-face
{font-family:"Cambria Math";
panose-1:2 4 5 3 5 4 6 3 2 4;}
@font-face
{font-family:Calibri;
panose-1:2 15 5 2 2 2 4 3 2 4;}
@font-face
{font-family:Verdana;
panose-1:2 11 6 4 3 5 4 4 2 4;}
@font-face
{font-family:Consolas;
panose-1:2 11 6 9 2 2 4 3 2 4;}
/* Style Definitions */
p.MsoNormal, li.MsoNormal, div.MsoNormal
{margin:0cm;
font-size:11.0pt;
font-family:"Calibri",sans-serif;}
a:link, span.MsoHyperlink
{mso-style-priority:99;
color:#0563C1;
text-decoration:underline;}
p.MsoPlainText, li.MsoPlainText, div.MsoPlainText
{mso-style-priority:99;
mso-style-link:"Plain Text Char";
margin:0cm;
font-size:11.0pt;
font-family:"Calibri",sans-serif;}
span.PlainTextChar
{mso-style-name:"Plain Text Char";
mso-style-priority:99;
mso-style-link:"Plain Text";
font-family:Consolas;}
span.EmailStyle25
{mso-style-type:personal-compose;}
.MsoChpDefault
{mso-style-type:export-only;
font-size:10.0pt;
font-family:"Calibri",sans-serif;}
@page WordSection1
{size:612.0pt 792.0pt;
margin:70.85pt 70.85pt 70.85pt 70.85pt;}
div.WordSection1
{page:WordSection1;}
--></style><!--[if gte mso 9]><xml>
<o:shapedefaults v:ext="edit" spidmax="1026" />
</xml><![endif]--><!--[if gte mso 9]><xml>
<o:shapelayout v:ext="edit">
<o:idmap v:ext="edit" data="1" />
</o:shapelayout></xml><![endif]-->
</head>
<body lang="EN-US" link="#0563C1" vlink="#954F72" style="word-wrap:break-word">
<div class="WordSection1">
<div>
<div>
<p class="MsoNormal">Welcome to an IDA Machine Learning Seminar on <b>November 9, 15:15-16:15.</b><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><b><span style="font-size:8.5pt;font-family:"Verdana",sans-serif;color:black"><a href="https://jsjol.github.io/"><span style="color:#225785;text-decoration:none">Jens Sjölund</span></a>, Department of Information Technology, Uppsala University<br>
</span></b> <o:p></o:p></p>
<p class="MsoPlainText"><b>Title : </b><b><span style="font-size:8.5pt;font-family:"Verdana",sans-serif;color:black">Learning-based acceleration of scientific computations</span></b><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><i>Abstract: In this talk I will ask not what scientific computations can do for machine learning, but what machine learning can do for scientific computations. Computational models and simulators - many of them exceptionally demanding
- are ubiquitous in science and engineering. I will introduce the general idea behind learning-based acceleration of scientific computations and survey recent works focusing on partial differential equations and optimization problems. After highlighting some
of the limitations of these works I will, finally, argue that geometric deep learning is the way forward.<o:p></o:p></i></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"><b>Location:</b> Ada Lovelace, House B, <a href="https://www.ida.liu.se/department/location/search.en.shtml?keyword=ada" target="_BLANK">
https://www.ida.liu.se/department/location/search.en.shtml?keyword=ada</a><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<div style="border:none;border-bottom:solid windowtext 1.0pt;padding:0cm 0cm 1.0pt 0cm">
<p class="MsoNormal"> <o:p></o:p></p>
</div>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">The list of future seminars in the series is available at: <span lang="SV">
<a href="http://www.ida.liu.se/research/machinelearning/seminars/" target="_BLANK"><span lang="EN-US">http://www.ida.liu.se/research/machinelearning/seminars/</span></a></span>.<o:p></o:p></p>
<p class="MsoNormal">You can subscribe to the seminar series' calendar using this ics link:
<a href="https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Foutlook.office365.com%2Fowa%2Fcalendar%2F4d811ae47ce446f58d11a7c2f50a7ed8%40ad.liu.se%2F0f5253d7bc7841248c71eb4c28eb2d668927992292494627279%2Fcalendar.ics&data=05%7C01%7Csourabh.balgi%40liu.se%7C8b9707f4b5794b4d191b08da8d088666%7C913f18ec7f264c5fa816784fe9a58edd%7C0%7C0%7C637977364986504271%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=4WpD%2BBo%2Bl5n4OKAUPrZD6QyPdMKrhhX0R5Snk7TsK%2FM%3D&reserved=0" target="_BLANK">
https://outlook.office365.com/owa/calendar/4d811ae47ce446f58d11a7c2f50a7ed8@ad.liu.se/0f5253d7bc7841248c71eb4c28eb2d668927992292494627279/calendar.ics</a><o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal">Welcome!<o:p></o:p></p>
<p class="MsoNormal">IDA Machine Learning Group<o:p></o:p></p>
<p class="MsoNormal">Linköping University<o:p></o:p></p>
<table class="MsoNormalTable" border="0" cellspacing="3" cellpadding="0" width="100%" style="width:100.0%">
<tbody>
<tr>
<td width="100%" style="width:100.0%;border:none;border-bottom:solid black 1.0pt;padding:0cm 0cm 3.75pt 3.75pt">
<p class="MsoNormal"><img border="0" width="170" height="44" style="width:1.7708in;height:.4583in" id="_x0000_i1025" src="https://cdn.imbox.io/tickets/1407/incoming/a04eb1441e9e3712aa5f5d6109fa4032/image001.png"><o:p></o:p></p>
</td>
</tr>
<tr>
<td width="100%" style="width:100.0%;padding:3.75pt 3.75pt 3.75pt 3.75pt">
<p class="MsoNormal"><b><span lang="EN-GB" style="font-size:10.0pt;font-family:"Arial",sans-serif">Department of Computer and Information Science</span></b><span lang="EN-GB" style="font-size:10.0pt;font-family:"Arial",sans-serif"><br>
s-581 83 Linköping<br>
Please visit us at </span><a href="https://liu.se/" target="_BLANK" title="liu.se"><span lang="EN-GB" style="font-size:10.0pt;font-family:"Arial",sans-serif;color:black">liu.se</span></a><o:p></o:p></p>
</td>
</tr>
</tbody>
</table>
<p class="MsoNormal"> <o:p></o:p></p>
<p class="MsoNormal"> <o:p></o:p></p>
</div>
</div>
</div>
</body>
</html>