<div dir="ltr"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;border-collapse:collapse;border:0px;max-width:600px"><tbody><tr><td valign="top" id="gmail-m_6459136109405976675templatePreheader" style="background-image:none;background-repeat:repeat-x;background-position:50% 50%;background-size:contain;border-top:0px;border-bottom:0px;padding-top:0px;padding-bottom:10px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="padding-top:9px"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" style="max-width:100%;min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="font-family:Helvetica;padding:0px 18px 9px;line-height:10px;text-align:center;word-break:break-word;color:rgb(155,155,155);font-size:10px"><a href="https://mailchi.mp/0f3edca8e528/cdac-distinguished-speaker-series-fernando-prez-uc-berkeley-project-jupyter-october-8th-2495741?e=467e369681" target="_blank" style="color:rgb(163,169,178);text-decoration-line:none">View this email in your browser</a></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr><td valign="top" id="gmail-m_6459136109405976675templateHeader" style="background-image:none;background-repeat:no-repeat;background-position:50% 50%;background-size:auto;border-top:0px;border-bottom:0px;padding-top:0px;padding-bottom:0px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse;table-layout:fixed"><tbody><tr><td style="min-width:100%;padding:0px 18px 10px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td valign="top"><table cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td style="padding:0px 18px"><table cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td style="width:254px"><a href="https://uchicago.us7.list-manage.com/track/click?u=e0b067f9a3f85cd7e439ae8f0&id=28fc6b60ec&e=467e369681" target="_blank"><img alt="CDAC" src="https://gallery.mailchimp.com/340109bd23d128ecf238bf6da/images/0554f94a-bb03-4765-9890-d2a0c0948320.png" class="gmail-CToWUd" style="max-width: 100%; border: 0px; height: auto; outline: none; text-decoration-line: none;"></a></td><td style="width:57px"></td><td style="width:253px;vertical-align:bottom;padding-bottom:0px;text-align:right"><img alt="Announcement" src="https://gallery.mailchimp.com/340109bd23d128ecf238bf6da/images/f2361b5f-1e65-48ad-81b7-8e7abafcaf95.png" class="gmail-CToWUd" style="max-width: 100%; display: inline-block; border: 0px; height: auto; outline: none;"></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr><td valign="top" id="gmail-m_6459136109405976675templateBody" style="background-image:none;background-repeat:no-repeat;background-position:50% 50%;background-size:cover;border-top:0px;border-bottom:0px;padding-top:0px;padding-bottom:0px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="padding:9px"><table align="left" width="100%" border="0" cellpadding="0" cellspacing="0" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="padding:0px 9px;text-align:center"><img align="center" alt="" src="https://gallery.mailchimp.com/e0b067f9a3f85cd7e439ae8f0/images/deff9972-ebc8-418b-be8c-850b6ef790ac.jpeg" width="564" class="gmail-CToWUd gmail-a6T" tabindex="0" style="cursor: pointer; outline: none; max-width: 800px; padding-bottom: 0px; vertical-align: bottom; border-radius: 3%; border: 0px; height: auto; display: inline;"></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td style="padding:9px 18px"><table border="0" cellspacing="0" width="100%" style="background-color:rgb(217,243,253);border-collapse:collapse;min-width:100%"><tbody><tr><td valign="top" style="font-family:"Times New Roman",Times,Baskerville,Georgia,serif;padding:18px;color:rgb(0,67,124);font-size:18px;line-height:22.5px;word-break:break-word"><p style="line-height:22.5px;margin:10px 0px;padding:0px"><span style="font-size:16px"><span style="font-family:georgia,times,"times new roman",serif"><em>Please join us October 25th as we continue our <a href="https://uchicago.us7.list-manage.com/track/click?u=e0b067f9a3f85cd7e439ae8f0&id=8f11158aef&e=467e369681" target="_blank" style="color:rgb(17,17,17);text-decoration-line:none">Fall Distinguished Speaker Series</a> with Alexander Gray, Vice President for Foundations of AI at IBM.</em></span></span></p></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="padding-top:9px"><table align="left" border="0" cellpadding="0" cellspacing="0" width="100%" style="max-width:100%;min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" style="font-family:Georgia,Times,"Times New Roman",serif;padding:0px 18px 9px;word-break:break-word;color:rgb(17,17,17);font-size:14px;line-height:21px"><h4 style="text-transform:uppercase;margin:0px;padding:0px;color:rgb(116,131,144);font-family:Helvetica;font-size:13px;line-height:19.5px">CDAC DISTINGUISHED SPEAKER SERIES </h4><h1 style="margin:0px;padding:0px;font-family:Helvetica;font-size:24px;line-height:30px">Foundations for Automated Data Science</h1><h4 style="margin:0px;padding:0px;color:rgb(116,131,144);font-family:Helvetica;font-size:13px;line-height:19.5px">Friday, October 25, 2019 · 12:30-1:30pm<br>Room 390, John Crerar Library Building, 5730 S. Ellis Avenue</h4><p style="margin:10px 0px;padding:0px;line-height:21px">Data science, despite its clear value, still has not received satisfactory formal treatment as a discipline. Many regard data science as a pragmatic black art, in large part due to the fact that data preparation, model deployment, and many practical model desiderata beyond simple predictive accuracy are generally not treated in courses or textbooks on statistics or machine learning in the sense of being guided by any rigorous underlying principles. This has resulted, for example, in much data science education focusing on the ability to use a collection of specific tools. It has also resulted in the widespread occurrence of subtle but significant conceptual errors being made in practice, even by PhDs in major institutions. In this talk I will present a mathematical model of data science that can clarify and guide the aforementioned important pragmatic aspects of data science rather than simply ascribing best practice to heuristics, general experience, or domain knowledge. I will discuss open practical issues in data science, including learnings from extensive user studies, show how such a theoretical foundation can address them, and finally show how these principles can translate to new practical data science tools in the form of the user experience, both graphical and programmatic in the form of libraries/languages.</p><p style="margin:10px 0px;padding:0px;line-height:21px"><b>Lunch will be provided. We expect a crowded audience, so please RSVP as soon as possible.</b> </p></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse"><tbody><tr><td valign="top" align="center" style="padding:0px 18px 18px"><table border="0" cellpadding="0" cellspacing="0" style="border-radius:4px;background-color:rgb(255,153,0)"><tbody><tr><td align="center" valign="middle" style="font-family:Arial;font-size:14px;padding:12px"><a title="RSVP Here" href="https://uchicago.us7.list-manage.com/track/click?u=e0b067f9a3f85cd7e439ae8f0&id=78625e13ad&e=467e369681" target="_blank" style="color:rgb(255,255,255);font-weight:bold;line-height:14px;text-decoration-line:none;display:block">RSVP Here</a></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse;table-layout:fixed"><tbody><tr><td style="min-width:100%;padding:5px 18px 15px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-top:1px solid rgb(216,216,216);border-collapse:collapse"><tbody><tr><td></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td valign="top" style="padding:9px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td valign="top" style="padding:0px 9px"><table align="left" border="0" cellpadding="0" cellspacing="0" width="132" style="border-collapse:collapse"><tbody><tr><td align="left" valign="top"><img alt="" src="https://gallery.mailchimp.com/e0b067f9a3f85cd7e439ae8f0/images/e7ab8414-1e60-46ec-ab0a-8cd8d8a75231.jpeg" width="132" class="gmail-CToWUd" style="max-width: 201px; border-radius: 50%; border: 0px; height: auto; outline: none; vertical-align: bottom;"></td></tr></tbody></table><table align="right" border="0" cellpadding="0" cellspacing="0" width="396" style="border-collapse:collapse"><tbody><tr><td valign="top" style="font-family:Georgia,Times,"Times New Roman",serif;word-break:break-word;color:rgb(17,17,17);font-size:14px;line-height:21px"><span style="font-size:16px"><strong>Alexander Gray</strong><br><font color="#808080">Vice President for Foundations of AI, IBM</font></span><p style="margin:10px 0px;padding:0px;line-height:21px">Alexander Gray serves as VP of Foundations of AI at IBM, leading IBM’s basic AI research globally. He previously served as CEO and CTO of Skytree, which he co-founded, then at Infosys as GM of Research and Fellow. Prior to that, he served as a tenured Associate Professor at the Georgia Institute of Technology. A theme of his research work, beginning at NASA in 1993, has been on the computational aspects of machine learning for handling massive datasets, long predating the movement of “big data” in industry. His work helped enable the Science journal’s Top Breakthrough of 2003, and have won a number of research awards. He served as a member of the 2010 National Academy of Sciences Committee on the Analysis of Massive Data, a National Academy of Sciences Kavli Scholar, and a frequent advisor and speaker on topics of large-scale machine learning and data science at top research conferences, government agencies, and leading corporations. He received AB degrees in Applied Mathematics and Computer Science from UC Berkeley and a PhD in Computer Science from Carnegie Mellon University. His current interests are in automated data science, automated programming, and in new formalisms for AI beyond today’s machine learning, toward achieving reading comprehension and strong AI.</p></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse;table-layout:fixed"><tbody><tr><td style="min-width:100%;padding:5px 18px 15px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-top:1px solid rgb(216,216,216);border-collapse:collapse"><tbody><tr><td></td></tr></tbody></table></td></tr></tbody></table><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-collapse:collapse;table-layout:fixed"><tbody><tr><td style="min-width:100%;padding:0px 18px 15px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="min-width:100%;border-top:2px none rgb(234,234,234);border-collapse:collapse"><tbody><tr><td></td></tr></tbody></table></td></tr></tbody></table></td></tr><tr><td valign="top" id="gmail-m_6459136109405976675templateColumns" style="background-image:none;background-repeat:no-repeat;background-position:50% 50%;background-size:cover;border-top:0px;border-bottom:2px none rgb(234,234,234);padding-top:0px"><table align="left" border="0" cellpadding="0" cellspacing="0" width="200" style="border-collapse:collapse"><tbody><tr><td valign="top"></td></tr></tbody></table><table align="left" border="0" cellpadding="0" cellspacing="0" width="200" style="border-collapse:collapse"><tbody><tr><td valign="top"></td></tr></tbody></table><table align="left" border="0" cellpadding="0" cellspacing="0" width="200" style="border-collapse:collapse"><tbody><tr><td valign="top"></td></tr></tbody></table></td></tr><tr><td valign="top" id="gmail-m_6459136109405976675templateFooter" style="background-image:none;background-repeat:no-repeat;background-position:50% 50%;background-size:cover;border-top:0px;border-bottom:0px;padding-top:10px;padding-bottom:0px"><table border="0" cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td valign="top"><table cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td style="padding:18px"><table cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td style="padding:20px;background-color:rgb(17,17,17);border-radius:10px;vertical-align:middle"><table cellpadding="0" cellspacing="0" width="100%" style="border-collapse:collapse"><tbody><tr><td style="padding-right:30px"><img alt="CDAC UChicago" src="https://gallery.mailchimp.com/340109bd23d128ecf238bf6da/images/0cbb3e8c-7e89-4ab0-a2b4-3c339bb3bbf8.png" class="gmail-CToWUd" style="max-width: 200px; height: auto; vertical-align: middle; border: 0px; outline: none;"></td><td><p style="opacity:0.85;font-family:Georgia;font-size:12px;color:rgb(163,169,178);line-height:18px;margin:10px 0px;padding:0px">CDAC is the incubator for new multidisciplinary data science and artificial intelligence research at the University of Chicago. We catalyze new discoveries by fusing fundamental and applied research with real-world applications.</p></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table></td></tr></tbody></table><br clear="all"><div><br></div>-- <br><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"><i style="font-size:12.8px">Rob Mitchum</i></div><div dir="ltr"><i>Associate Director of Communications for Data Science and Computing<br></i><div style="font-size:12.8px"><i style="font-size:12.8px">University of Chicago</i><br></div><div style="font-size:12.8px"><i style="font-size:12.8px"><a href="mailto:rmitchum@ci.uchicago.edu" target="_blank">rmitchum@uchicago.edu</a></i><br></div><div style="font-size:12.8px"><i style="font-size:12.8px">773-484-9890</i><br></div></div></div></div></div></div></div></div></div>