<div dir="ltr"><div><b><font color="#134f5c" size="4" face="arial, helvetica, sans-serif"><i>Young Researcher Seminar Series</i></font></b></div><div><br></div><div><img src="cid:ii_jn1wpfe00" alt="image.png" width="98" height="118" class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-CToWUd gmail-CToWUd" style="font-family: arial, helvetica, sans-serif; margin-right: 0px;"><br></div><div><b style="font-family:arial,helvetica,sans-serif">When: </b><span style="font-family:arial,helvetica,sans-serif"> Wednesday, October 17th at </span><b style="font-family:arial,helvetica,sans-serif">11:00 am</b><br></div><div><div><div><div id="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:jk" class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-ii 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id="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:qr" class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-a3s gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-aXjCH gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m157fdbb4a58e966d"><div dir="ltr"><div><font face="arial, helvetica, sans-serif"><br><b>Where: </b> TTIC, 6045 S. Kenwood Avenue, 5th Floor, Room 526<br><br><b>Who: </b> Maithra Raghu, Cornell University</font></div></div></div></div></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif"><span style="color:rgb(33,33,33);font-size:14px;white-space:pre-wrap"><b>Title: </b> Insights on Deep Representations with Applications to Healthcare
<b>Abstract: </b>
The past few years have seen enormous successes in applying deep neural networks in a variety of domains, from speech recognition to healthcare. However, as these models become more complex and are simultaneously used for more sensitive applications, it becomes increasingly important to better understand and intuit the properties of deep representations. In this talk I overview our development of Canonical Correlation Analysis (SVCCA) as a tool to study and compare latent representations learned by deep neural networks. The results provide insights on learning dynamics, help identify where different concepts are learned, and enable measuring the similarity of generalizing and memorizing networks. I demonstrate the importance of representational considerations in model design via a task on predicting doctor disagreements in a healthcare setting.
</span><br class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-Apple-interchange-newline"></font></div><div><span style="font-family:arial,helvetica,sans-serif">Host: </span><a href="mailto:nati@ttic.edu" target="_blank" style="font-family:arial,helvetica,sans-serif">Nathan Srebro</a><br></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif">**************************************************************************************************<br></font></div><div><div><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"> </font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif">The TTIC <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Young</span></span></span></span></span></span></span></span> <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Researcher</span></span></span></span></span></span></span></span> <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">Seminar</span></span> <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Series</span></span> (<a href="http://www.ttic.edu/young-researcher.php" target="_blank">http://www.ttic.edu/young-<span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">researcher</span></span></span></span></span></span></span></span>.php</a>) features talks by Ph.D. students and postdocs whose <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">research</span></span></span></span></span></span></span> is of broad interest to the computer science community. The <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">series</span></span> provides an opportunity for early-career <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">researchers</span></span></span></span></span></span></span> to present recent work to and meet with students and faculty at TTIC and nearby universities.</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"><br>The <span class="gmail-m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">seminars</span> are typically held on Wednesdays at 11:00am in TTIC Room 526.<br><br>For additional information, please contact Matthew Walter (<a href="mailto:mwalter@ttic.edu" target="_blank">mwalter@ttic.edu</a>)</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif">.</font></p><br class="gmail-Apple-interchange-newline"></div></div><div><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><font face="arial, helvetica, sans-serif">Mary C. Marre</font><div><font face="arial, helvetica, sans-serif">Administrative Assistant</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">6045 S. Kenwood Avenue</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Room 517</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i></div><div><i><font face="arial, helvetica, sans-serif">p:(773) 834-1757</font></i></div><div><i><font face="arial, helvetica, sans-serif">f: (773) 357-6970</font></i></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div></div></div></div></div></div></div></div></div></div><br><br><div class="gmail_quote"><div dir="ltr">On Tue, Oct 16, 2018 at 2:05 PM Mary Marre <<a href="mailto:mmarre@ttic.edu">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex"><div dir="ltr"><div><b><font color="#134f5c" size="4" face="arial, helvetica, sans-serif"><i>Young Researcher Seminar Series</i></font></b></div><div><br></div><div><img src="cid:ii_jn1wpfe00" alt="image.png" width="98" height="118" class="m_-7336243626363630378m_-7456767516758289138gmail-CToWUd" style="font-family:arial,helvetica,sans-serif;margin-right:0px"><br></div><div><b style="font-family:arial,helvetica,sans-serif">When: </b><span style="font-family:arial,helvetica,sans-serif"> Wednesday, October 17th at </span><b style="font-family:arial,helvetica,sans-serif">11:00 am</b><br></div><div><div><div><div id="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:jk" class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-ii m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-gt m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-adP m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-adO" style="margin-bottom:0px;margin-left:0px;padding-bottom:5px"><div id="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:qr" class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-a3s m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-aXjCH m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m157fdbb4a58e966d"><div dir="ltr"><div><font face="arial, helvetica, sans-serif"><br><b>Where: </b> TTIC, 6045 S. Kenwood Avenue, 5th Floor, Room 526<br><br><b>Who: </b> Maithra Raghu, Cornell University</font></div></div></div></div></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif"><span style="color:rgb(33,33,33);font-size:14px;white-space:pre-wrap"><b>Title: </b> Insights on Deep Representations with Applications to Healthcare
<b>Abstract: </b>
The past few years have seen enormous successes in applying deep neural networks in a variety of domains, from speech recognition to healthcare. However, as these models become more complex and are simultaneously used for more sensitive applications, it becomes increasingly important to better understand and intuit the properties of deep representations. In this talk I overview our development of Canonical Correlation Analysis (SVCCA) as a tool to study and compare latent representations learned by deep neural networks. The results provide insights on learning dynamics, help identify where different concepts are learned, and enable measuring the similarity of generalizing and memorizing networks. I demonstrate the importance of representational considerations in model design via a task on predicting doctor disagreements in a healthcare setting.
</span><br class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-Apple-interchange-newline"></font></div><div><span style="font-family:arial,helvetica,sans-serif">Host: </span><a href="mailto:nati@ttic.edu" style="font-family:arial,helvetica,sans-serif" target="_blank">Nathan Srebro</a><br></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif">**************************************************************************************************<br></font></div><div><div><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"> </font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif">The TTIC <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Young</span></span></span></span></span></span></span></span> <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Researcher</span></span></span></span></span></span></span></span> <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">Seminar</span></span> <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">Series</span></span> (<a href="http://www.ttic.edu/young-researcher.php" target="_blank">http://www.ttic.edu/young-<span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">researcher</span></span></span></span></span></span></span></span>.php</a>) features talks by Ph.D. students and postdocs whose <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">research</span></span></span></span></span></span></span> is of broad interest to the computer science community. The <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">series</span></span> provides an opportunity for early-career <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-il">researchers</span></span></span></span></span></span></span> to present recent work to and meet with students and faculty at TTIC and nearby universities.</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"><br>The <span class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">seminars</span> are typically held on Wednesdays at 11:00am in TTIC Room 526.<br><br>For additional information, please contact Matthew Walter (<a href="mailto:mwalter@ttic.edu" target="_blank">mwalter@ttic.edu</a>).</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"><br></font></p><font face="arial, helvetica, sans-serif"><br class="m_-7336243626363630378m_-7456767516758289138gmail-m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-Apple-interchange-newline"></font></div></div><br class="m_-7336243626363630378m_-7456767516758289138gmail-Apple-interchange-newline"><div><div dir="ltr" class="m_-7336243626363630378m_-7456767516758289138gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><font face="arial, helvetica, sans-serif">Mary C. Marre</font><div><font face="arial, helvetica, sans-serif">Administrative Assistant</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">6045 S. Kenwood Avenue</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Room 517</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i></div><div><i><font face="arial, helvetica, sans-serif">p:(773) 834-1757</font></i></div><div><i><font face="arial, helvetica, sans-serif">f: (773) 357-6970</font></i></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div></div></div></div></div></div></div></div></div></div><br><br><div class="gmail_quote"><div dir="ltr">On Tue, Oct 9, 2018 at 11:00 AM Mary Marre <<a href="mailto:mmarre@ttic.edu" target="_blank">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex"><div dir="ltr"><div dir="ltr"><div><div><b><font color="#134f5c" size="4" face="arial, helvetica, sans-serif"><i>Young Researcher Seminar Series</i></font></b></div><div><br></div><div><img src="cid:ii_jn1wpfe00" alt="image.png" width="98" height="118" style="font-family:arial,helvetica,sans-serif;margin-right:0px"><br></div><div><b style="font-family:arial,helvetica,sans-serif">When: </b><span style="font-family:arial,helvetica,sans-serif"> Wednesday, October 17th at </span><b style="font-family:arial,helvetica,sans-serif">11:00 am</b><br></div><div><div><div><div id="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:jk" class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-ii m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-gt m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-adP m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-adO" style="margin-bottom:0px;margin-left:0px;padding-bottom:5px"><div id="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-:qr" class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-a3s m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-aXjCH m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m157fdbb4a58e966d"><div dir="ltr"><div><font face="arial, helvetica, sans-serif"><br><b>Where: </b> TTIC, 6045 S. Kenwood Avenue, 5th Floor, Room 526<br><br><b>Who: </b> Maithra Raghu, Cornell University</font></div></div></div></div></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif"><span style="color:rgb(33,33,33);font-size:14px;white-space:pre-wrap"><b>Title: </b> Insights on Deep Representations with Applications to Healthcare
<b>Abstract: </b>
The past few years have seen enormous successes in applying deep neural networks in a variety of domains, from speech recognition to healthcare. However, as these models become more complex and are simultaneously used for more sensitive applications, it becomes increasingly important to better understand and intuit the properties of deep representations. In this talk I overview our development of Canonical Correlation Analysis (SVCCA) as a tool to study and compare latent representations learned by deep neural networks. The results provide insights on learning dynamics, help identify where different concepts are learned, and enable measuring the similarity of generalizing and memorizing networks. I demonstrate the importance of representational considerations in model design via a task on predicting doctor disagreements in a healthcare setting.
</span><br class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-Apple-interchange-newline"></font></div><div><span style="font-family:arial,helvetica,sans-serif">Host: </span><a href="mailto:nati@ttic.edu" style="font-family:arial,helvetica,sans-serif" target="_blank">Nathan Srebro</a><br></div></div><div><font face="arial, helvetica, sans-serif"><br></font></div><div><font face="arial, helvetica, sans-serif">**************************************************************************************************<br></font></div><div><div><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"> </font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif">The TTIC <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">Young</span></span></span></span></span></span></span></span> <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">Researcher</span></span></span></span></span></span></span></span> <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">Seminar</span></span> <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">Series</span></span> (<a href="http://www.ttic.edu/young-researcher.php" target="_blank">http://www.ttic.edu/young-<span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">researcher</span></span></span></span></span></span></span></span>.php</a>) features talks by Ph.D. students and postdocs whose <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">research</span></span></span></span></span></span></span> is of broad interest to the computer science community. The <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">series</span></span> provides an opportunity for early-career <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-m_-8851913240295298494gmail-m_-2556873356046171619gmail-m_6077973053988611529gmail-m_5169817330970536202gmail-m_-6945911958741551355gmail-m_-1657390673076249714gmail-m_-3188658297228096346gmail-m_5767020761850768500gmail-m_9173063153275566578gmail-m_-8878884332252521502gmail-m_796811872599655286gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-m_-3191619973981293488gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-m_-46115117802003143gmail-m_-5611499702759548777gmail-m_8452836149434112396gmail-m_2038649208801028506gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-m_6520790979840106367gmail-m_6511011615795034740gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-il"><span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-il">researchers</span></span></span></span></span></span></span> to present recent work to and meet with students and faculty at TTIC and nearby universities.</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"><br>The <span class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-m_290821676015882117gmail-m_60582455558656408gmail-il">seminars</span> are typically held on Wednesdays at 11:00am in TTIC Room 526.<br><br>For additional information, please contact Matthew Walter (<a href="mailto:mwalter@ttic.edu" target="_blank">mwalter@ttic.edu</a>).</font></p><p class="MsoNormal" style="margin-bottom:0.0001pt"><font face="arial, helvetica, sans-serif"><br></font></p><font face="arial, helvetica, sans-serif"><br class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-m_6445480784109905907gmail-Apple-interchange-newline"></font></div></div><br class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail-Apple-interchange-newline"></div><div><br></div><div><br></div><div><div dir="ltr" class="m_-7336243626363630378m_-7456767516758289138m_9054210273978829670m_-4430037347988621329gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><font face="arial, helvetica, sans-serif">Mary C. Marre</font><div><font face="arial, helvetica, sans-serif">Administrative Assistant</font></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6"><b>Toyota Technological Institute</b></font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">6045 S. Kenwood Avenue</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Room 517</font></i></div><div><i><font face="arial, helvetica, sans-serif" color="#3d85c6">Chicago, IL 60637</font></i></div><div><i><font face="arial, helvetica, sans-serif">p:(773) 834-1757</font></i></div><div><i><font face="arial, helvetica, sans-serif">f: (773) 357-6970</font></i></div><div><b><i><a href="mailto:mmarre@ttic.edu" target="_blank"><font face="arial, helvetica, sans-serif">mmarre@ttic.edu</font></a></i></b></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div>
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