<div dir="ltr"><div class="gmail_default" style="font-family:georgia,serif;font-size:small"><div class="gmail_default" style="font-family:Arial,Helvetica,sans-serif"><div dir="ltr"><div dir="ltr"><div><font face="georgia, serif" color="#000000"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>When:</b>    </font></font><font style="vertical-align:inherit"><font style="vertical-align:inherit">    Monday, September 25th at <b style="background-color:rgb(255,255,0)">11:30am CT</b></font></font><br></font></div></div><div><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font color="#000000"><font style="vertical-align:inherit"><font face="georgia, serif" style="vertical-align:inherit"><b><span style="background-color:rgb(255,255,0)"><br></span></b></font></font></font></p><div class="gmail_default"><font face="georgia, serif" color="#000000"><b>Where:       </b>Talk will be given <font style="font-weight:bold"><u style="background-color:rgb(255,255,0)">live, in-person</u></font><font style="font-weight:bold"> </font>at</font></div><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000">                       TTIC, 6045 S. Kenwood Avenue</font></p><p class="MsoNormal" style="margin:0in;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font color="#000000" face="georgia, serif">                       5th Floor, Room 530<b> </b></font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000"><br></font></p><div dir="ltr"><div><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><font face="georgia, serif" color="#000000" style="background-color:rgb(255,255,255)"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b>         </font></font>Shanthi Gudavalli, JP Morgan Chase</font></p><p class="MsoNormal" style="margin:0in 0in 0.0001pt;line-height:normal;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"></p><div><p style="letter-spacing:0.2px"><font face="georgia, serif" color="#000000"><span style="letter-spacing:normal"><b>Title:</b>   </span></font><span style="letter-spacing:normal"><font face="georgia, serif">AI-ML Design Patterns Applied @ Scale</font></span></p><div><font face="georgia, serif" color="#000000"><b>Abstract:  </b></font><font face="georgia, serif">It is fascinating to see how research evolves into solving business problems at scale. Patterns have always been there to solve the known problem areas with known solutions - A way of propagating knowledge from one area to another and at scale.  In this talk, I will share design patterns that were applied at scale and touch on emerging patterns.  These patterns could be inclusive of data, algorithms, explainability, and outliers.  </font></div><div><font face="georgia, serif" color="#000000"><br></font></div><font face="georgia, serif"><font color="#000000" style="background-color:rgb(255,255,255)"><b style="">Bio:</b> </font>Shanthi Gudavalli is currently the Global Head of Strategic Execution of Payments Trust and Safety with the primary focus on initiatives to pre-empt the risks of straight through payment processing. Shanthi works on JP Morgan's AI research team with an interest in large models and deep learning. Shanthi has 20+ years of financial services experience spanning across data, technology, AI-ML enabling new product launches at scale. Shanthi holds a Bachelor's in Computer Science and Engineering from India and a Master's in Business Administration from University of Chicago - Booth School of Business. </font></div></div></div><div><div><div dir="ltr"><br class="gmail-Apple-interchange-newline"></div></div></div></div></div><div><div><div dir="ltr"><div><font face="georgia, serif" color="#000000"><br></font></div></div><b><font face="georgia, serif" color="#000000">Host: <a href="mailto:mturk@ttic.edu" target="_blank">Matthew Turk</a></font></b></div></div></div><div style="font-family:Arial,Helvetica,sans-serif"><br></div><span class="gmail_signature_prefix" style="font-family:Arial,Helvetica,sans-serif">--</span><br style="font-family:Arial,Helvetica,sans-serif"><div dir="ltr" class="gmail_signature" style="font-family:Arial,Helvetica,sans-serif"><div dir="ltr"><b><font color="#3d85c6">Brandie Jones </font></b><div><div><div><font color="#3d85c6"><b><i>Executive </i></b></font><b style="color:rgb(61,133,198)"><i>Administrative Assistant</i></b></div></div><div><font color="#3d85c6">Toyota Technological Institute</font></div><div><font color="#3d85c6">6045 S. Kenwood Avenue</font></div><div><font color="#3d85c6">Chicago, IL  60637</font></div></div><div><font color="#3d85c6"><a href="http://www.ttic.edu/" target="_blank">www.ttic.edu</a> </font></div><div><font color="#3d85c6"><div style="background-color:rgb(238,238,238)"><div style="color:rgb(32,33,36)"><span style="color:rgb(61,133,198)">Working Remotely on Tuesdays</span></div></div></font></div></div></div></div></div>