<div dir="ltr"><div class="gmail_default" style="font-size:small">Dear all cluster member,</div><div class="gmail_default" style="font-size:small"><br></div><div class="gmail_default" style="font-size:small">Below you can find workshop info in August that might be of interest to you. Hope to see many of you during our cluster session tomorrow!</div><div class="gmail_default" style="font-size:small"><br></div><div class="gmail_default" style="font-size:small">Best,</div><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><table border="0" cellpadding="2" cellspacing="2" style="border-collapse:collapse;border-spacing:0px;max-width:100%;color:rgb(51,51,51);font-size:16px;border:3px solid rgb(170,170,170);font-family:Times;line-height:14.4px"><tbody><tr><td align="center" height="71" width="71" style="padding:0px"><span style="font-size:11px"><span style="font-family:arial,helvetica,sans-serif"><a href="http://ncics.org/" style="background:0px 0px;color:rgb(204,0,0)" target="_blank"><img height="71" width="71" alt="NCICS" src="https://ncics.org/ncics/img/NCICS_logo-131x131.png" style="max-width:100%;height:auto;border:0px;vertical-align:middle;width:69px"></a></span></span></td><td valign="top" style="padding:0px"><span style="font-size:11px;font-family:arial,helvetica,sans-serif"><span style="font-weight:700">Yuhan (Douglas) Rao</span><br><b>Postdoctoral Research Scholar</b><br><a href="http://ncsu.edu/" style="background:0px 0px;color:rgb(204,0,0)" target="_blank">North Carolina State University</a><br><a href="https://ncics.org/" style="background:0px 0px;color:rgb(204,0,0)" target="_blank">North Carolina Institute for Climate Studies (NCICS)</a><br>151 Patton Ave, Asheville, NC 28801<br>e: <a href="mailto:yrao5@ncsu.edu" target="_blank">yrao5@ncsu.edu</a><br>o: +1 828 271 4903</span></td></tr></tbody></table></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div><br><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">---------- Forwarded message ---------<br>From: <strong class="gmail_sendername" dir="auto">Imme Ebert-Uphoff</strong> <span dir="auto"><<a href="mailto:iebert@colostate.edu">iebert@colostate.edu</a>></span><br>Date: Wed, Jul 15, 2020 at 9:21 PM<br>Subject: [agu-essi] Invitation to Participate: Workshop on Knowledge Guided Machine Learning - with applications to weather & climate, hydrology, aquatic sciences, and translational biology<br>To: <a href="mailto:AGU-ESSI@googlegroups.com">AGU-ESSI@googlegroups.com</a> <<a href="mailto:AGU-ESSI@googlegroups.com">AGU-ESSI@googlegroups.com</a>><br></div><br><br>
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<b style="font-weight:normal" id="m_-9180592862470614122docs-internal-guid-047740d2-7fff-7caf-d450-8e71eda25128">
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Workshop on Knowledge Guided Machine Learning (KGML): </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">A Framework for Accelerating Scientific Discovery</span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Includes focused sessions on </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap"><b style="font-weight:normal" id="m_-9180592862470614122docs-internal-guid-047740d2-7fff-7caf-d450-8e71eda25128"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">weather & climate, hydrology and aquatic sciences.</span></b></span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Format: 100% virtual, open to public - available as zoom webinar </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:italic;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">and</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap"> as Youtube live stream. </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Dates: </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">August 18-20, 2020. </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">(Daily times: 9.30am-12.30 and 1.30-4.30pm CDT)</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><a href="https://sites.google.com/umn.edu/kgml/workshop" style="text-decoration:none" target="_blank"><span style="font-size:11pt;font-family:'Times New Roman';color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Link to workshop website (</span></a><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">including the program and registration)</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Registration deadline: </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:700;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Aug 11, 2020. </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Registration is free!</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Note: </span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:italic;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Even if you do not register for the workshop, you will be able to watch the entire workshop as a live stream (link to live stream will be available on workshop website)</span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Background: This workshop is part of a </span><a href="https://sites.google.com/umn.edu/kgml/home" style="text-decoration:none" target="_blank"><span style="font-size:11pt;font-family:'Times New Roman';color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">2-year conceptualization project</span></a><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap"> funded by the </span><a href="https://www.nsf.gov/cise/harnessingdata/" style="text-decoration:none" target="_blank"><span style="font-size:11pt;font-family:'Times New Roman';color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">NSF's Harnessing the Data Revolution (HDR)</span></a><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap"> program involving researchers from the University of Minnesota, University of Wisconsin, Penn State, Colorado State University, and the University of Virginia. </span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">The workshop will include invited talks and panel discussions by data scientists (researchers in data mining, machine learning, and statistics) and researchers from four application areas (aquatic sciences, hydrology, atmospheric science, and translational biology) to discuss challenges, opportunities, and early progress in bringing scientific knowledge to machine learning. In doing so, it aims to foster interdisciplinary collaborations and interactions among these communities. The expected outcomes are the identification and greater understanding of challenges and opportunities in knowledge guided machine learning. </span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">The program includes the following six sessions:</span></p>
<p dir="ltr" style="line-height:1.38;margin-left:36pt;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Tue, Aug 18: KGML Overview (am) and Aquatic Sciences (pm)</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Wed, Aug 19: Hydrology (am) and Weather & Climate (pm)</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">
</span><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Thu, Aug 20: Translational Biology (am) and concluding session (pm) </span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">For more information, please visit the </span><a href="https://sites.google.com/umn.edu/kgml/workshop" style="text-decoration:none" target="_blank"><span style="font-size:11pt;font-family:'Times New Roman';color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">workshop website</span></a><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">.</span></p>
<p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">With warm regards,</span></p>
<p dir="ltr" style="line-height:1.2;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">The workshop organizers</span></p>
<p dir="ltr" style="line-height:1.2;margin-top:0pt;margin-bottom:12pt"><span style="font-size:11pt;font-family:'Times New Roman';color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;white-space:pre-wrap">Vipin Kumar, Elizabeth Barnes, Chris Duffy, Hilary Dugan, Imme Ebert-Uphoff, Paul Hanson, Kevin Janes, John Nieber, Michael Steinbach, Aidong Zhang</span></p>
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