<div dir="ltr"><div dir="ltr"><div class="gmail_default" style="font-size:small"><div class="gmail_default"><div class="gmail_default"><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif"><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, February 1, 2021 at <b>11:10 am CT</b></font></font><br></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Where:</b>     </font></font><font color="#000000">Zoom Virtual Talk (</font><b><font color="#0000ff"><a href="https://uchicagogroup.zoom.us/webinar/register/WN_M7BWL9wvQnGQdO_dS9i7Wg" target="_blank">register in advance here</a></font></b><font color="#000000">)</font></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b>       </font></font>Emily Denton, Google</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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif"><b>Title:</b>        <span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Rethinking Machine Learning Data</span></font></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif">     </font></p><b>Abstract:</b> Machine learning datasets have recently been a focus of great scrutiny as a myriad of AI failures have been traced back to concerns with the underlying data. In this talk, I will examine the current norms and patterns of valuation that are operative in the development and use of datasets within machine learning. Examining challenges to machine learning datasets and data practices that have come from machine learning practitioners, criticall tech scholars, affected communities, and more, I will motivate the necessity of reorienting the fields relationship to data and present a set of recommendations that could shift the field towards more equitable, rigorous, and accountable dataset development and use.<br><br><b>Bio:</b> Emily Denton is a Research Scientist on Google’s Ethical AI team, studying the societal impacts of machine learning and AI technology. Their recent research centers on critically examining the norms, values, and work practices that structure the development and use of machine learning datasets. Prior to joining Google, Emily received their PhD in machine learning from the Courant Institute of Mathematical Sciences at New York University, focusing on unsupervised learning and generative modeling of images and video.<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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><div dir="auto"><div style="margin:0px;padding:0px 0px 20px;width:1120px"><div><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:369" style="direction:ltr;margin:8px 0px 0px;padding:0px"><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:1ro" style="overflow:hidden;font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:1.5"><div dir="auto"><div><div dir="auto"><font face="arial, sans-serif"><b>Host:  </b><a href="mailto:danica@ttic.edu" target="_blank"><b>D.J. Sutherland</b></a></font></div></div></div></div></div></div></div></div></div><font face="arial, sans-serif">For more information on the colloquium series or to subscribe to the mailing list, please see <a href="http://www.ttic.edu/colloquium.php" target="_blank">http://www.ttic.edu/colloquium.php</a>    </font></div><div class="gmail_default"><br></div><div class="gmail_default"><br></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"><div><div dir="ltr"><font face="arial, helvetica, sans-serif">Mary C. Marre</font><div><font face="arial, helvetica, sans-serif">Faculty Administrative Support</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><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Sun, Jan 31, 2021 at 5:11 PM Mary Marre <<a href="mailto:mmarre@ttic.edu">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div dir="ltr"><div style="font-size:small"><div><div><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif"><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, February 1, 2021 at <b>11:10 am CT</b></font></font><br></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Where:</b>     </font></font><font color="#000000">Zoom Virtual Talk (</font><b><font color="#0000ff"><a href="https://uchicagogroup.zoom.us/webinar/register/WN_M7BWL9wvQnGQdO_dS9i7Wg" target="_blank">register in advance here</a></font></b><font color="#000000">)</font></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b>       </font></font>Emily Denton, Google</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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif"><b>Title:</b>        <span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Rethinking Machine Learning Data</span></font></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif">     </font></p><b>Abstract:</b> Machine learning datasets have recently been a focus of great scrutiny as a myriad of AI failures have been traced back to concerns with the underlying data. In this talk, I will examine the current norms and patterns of valuation that are operative in the development and use of datasets within machine learning. Examining challenges to machine learning datasets and data practices that have come from machine learning practitioners, criticall tech scholars, affected communities, and more, I will motivate the necessity of reorienting the fields relationship to data and present a set of recommendations that could shift the field towards more equitable, rigorous, and accountable dataset development and use.<br><br><b>Bio:</b> Emily Denton is a Research Scientist on Google’s Ethical AI team, studying the societal impacts of machine learning and AI technology. Their recent research centers on critically examining the norms, values, and work practices that structure the development and use of machine learning datasets. Prior to joining Google, Emily received their PhD in machine learning from the Courant Institute of Mathematical Sciences at New York University, focusing on unsupervised learning and generative modeling of images and video.<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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><div dir="auto"><div style="margin:0px;padding:0px 0px 20px;width:1120px"><div><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:369" style="direction:ltr;margin:8px 0px 0px;padding:0px"><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:1ro" style="overflow:hidden;font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:1.5"><div dir="auto"><div><div dir="auto"><font face="arial, sans-serif"><b>Host:  </b><a href="mailto:danica@ttic.edu" target="_blank"><b>D.J. Sutherland</b></a></font></div></div></div></div></div></div></div></div></div><font face="arial, sans-serif">For more information on the colloquium series or to subscribe to the mailing list, please see <a href="http://www.ttic.edu/colloquium.php" target="_blank">http://www.ttic.edu/colloquium.php</a>    </font></div><div><br></div><div><br></div><div><br></div></div><div><div dir="ltr"><div dir="ltr"><div><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">Faculty Administrative Support</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><br></div><br><div class="gmail_quote"><div dir="ltr" class="gmail_attr">On Mon, Jan 25, 2021 at 10:22 PM Mary Marre <<a href="mailto:mmarre@ttic.edu" target="_blank">mmarre@ttic.edu</a>> wrote:<br></div><blockquote class="gmail_quote" style="margin:0px 0px 0px 0.8ex;border-left:1px solid rgb(204,204,204);padding-left:1ex"><div dir="ltr"><div><div><div><p style="font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:normal;margin:0px"><font face="arial, sans-serif"><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, February 1, 2021 at 11:10 am CT</font></font><br></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Where:</b>     </font></font><font color="#000000">Zoom Virtual Talk (</font><b><font color="#0000ff"><a href="https://uchicagogroup.zoom.us/webinar/register/WN_M7BWL9wvQnGQdO_dS9i7Wg" target="_blank">register in advance here</a></font></b><font color="#000000">)</font></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="arial, sans-serif"> </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="arial, sans-serif"><font style="vertical-align:inherit"><font style="vertical-align:inherit"><b>Who: </b>       </font></font>Emily Denton, Google</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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif"><b>Title:</b>        <span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Rethinking
machine learning data</span></font></p><p class="MsoNormal" style="margin:0in;line-height:normal"><font face="arial, sans-serif">
     </font></p><b>Abstract:</b> Machine learning datasets have recently been a focus of great scrutiny as a myriad of AI failures have been traced back to concerns with the underlying data. In this talk, I will examine the current norms and patterns of valuation that are operative in the development and use of datasets within machine learning. Examining challenges to machine learning datasets and data practices that have come from machine learning practitioners, criticall tech scholars, affected communities, and more, I will motivate the necessity of reorienting the fields relationship to data and present a set of recommendations that could shift the field towards more equitable, rigorous, and accountable dataset development and use.<br><br><b>Bio:</b> Emily Denton is a Research Scientist on Google’s Ethical AI team, studying the societal impacts of machine learning and AI technology. Their recent research centers on critically examining the norms, values, and work practices that structure the development and use of machine learning datasets. Prior to joining Google, Emily received their PhD in machine learning from the Courant Institute of Mathematical Sciences at New York University, focusing on unsupervised learning and generative modeling of images and video.<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"><span style="color:rgba(0,0,0,0.9)"><b><font face="arial, sans-serif"><br></font></b></span></p><div dir="auto"><div style="margin:0px;padding:0px 0px 20px;width:1120px"><div><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:369" style="direction:ltr;margin:8px 0px 0px;padding:0px"><div id="gmail-m_8389434979352029706gmail-m_-4479452232329157251gmail-m_3804487811790926557gmail-m_-1916303418504908038m_171242323807179252gmail-m_-8743081643725194343gmail-:1ro" style="overflow:hidden;font-variant-numeric:normal;font-variant-east-asian:normal;font-stretch:normal;line-height:1.5"><div dir="auto"><div><div dir="auto"><font face="arial, sans-serif"><b>Host:  </b><a href="mailto:danica@ttic.edu" target="_blank"><b>Danica Sutherland</b></a></font></div></div></div></div></div></div></div></div></div><font face="arial, sans-serif">For more information on the <span>colloquium</span> series or to subscribe to the mailing list, please see <a href="http://www.ttic.edu/colloquium.php" target="_blank">http://www.<span>ttic</span>.edu/<span>colloquium</span>.php</a>    </font></div><div style="font-size:small"><br></div><div style="font-size:small"><br></div></div><div><div dir="ltr"><div dir="ltr"><div><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">Faculty Administrative Support</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></div>
</blockquote></div></div>
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