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</o:shapelayout></xml><![endif]--></head><body bgcolor="#F2F2F2" lang=EN-US link=blue vlink=purple style='tab-interval:.5in'><div class=WordSection1><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-bidi-font-family:"Times New Roman";color:#1F497D'>A talk tomorrow on systems aspects of deep learning:<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-bidi-font-family:"Times New Roman";color:#1F497D'><o:p> </o:p></span></p><div><div style='border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal><b><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman"'>From:</span></b><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman"'> The Institute for Energy Efficiency [mailto:iee-events=iee.ucsb.edu@mail144.sea22.mcdlv.net] <b>On Behalf Of </b>The Institute for Energy Efficiency<br><b>Sent:</b> Wednesday, January 31, 2018 7:45 AM<br><b>To:</b> mturk@cs.ucsb.edu<br><b>Subject:</b> Seminar Reminder: Mike Ferdman |Feb 1, 2018|<o:p></o:p></span></p></div></div><p class=MsoNormal><o:p> </o:p></p><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:#F2F2F2;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td width="100%" valign=top style='width:100.0%;padding:0in 0in 0in 0in'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'><td valign=top style='padding:0in 0in 0in 0in'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:white;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 0in 0in 0in'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width=0 style='width:6.25in;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:6.75pt 0in 0in 0in'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:6.75pt 6.75pt 6.75pt 6.75pt'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-table-lspace:2.25pt;mso-table-rspace:2.25pt;mso-table-anchor-vertical:paragraph;mso-table-anchor-horizontal:column;mso-table-left:left;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 6.75pt 0in 6.75pt'><p class=MsoNormal><span style='mso-fareast-font-family:"Times New Roman"'><a href="https://ucsb.us8.list-manage.com/track/click?u=747e25b0d30d7a1580e6f81a4&id=be02fb735a&e=c138310e8d" target="_blank"></a></span><a href="https://ucsb.us8.list-manage.com/track/click?u=747e25b0d30d7a1580e6f81a4&id=be02fb735a&e=c138310e8d" target=""_blank""><img border=0 width=564 src="https://gallery.mailchimp.com/747e25b0d30d7a1580e6f81a4/images/03515493-81fb-45bf-8b7c-a5dda6554231.jpg" align=left title=""""></a><span style='mso-fareast-font-family:"Times New Roman";mso-no-proof:yes'><a href="https://ucsb.us8.list-manage.com/track/click?u=747e25b0d30d7a1580e6f81a4&id=be02fb735a&e=c138310e8d" target="_blank"></a></span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></p></td></tr></table></td></tr></table></td></tr></table></div></td></tr></table></div></td></tr><tr style='mso-yfti-irow:1'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:white;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%' id=templateHeader><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width=0 style='width:6.25in;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:7.5pt 0in 7.5pt 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:6.75pt 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;margin-left:-2.25pt;margin-right:-2.25pt;mso-table-anchor-vertical:paragraph;mso-table-anchor-horizontal:column;mso-table-left:left;mso-padding-alt:0in 0in 0in 0in;max-width: 100%;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td width=600 valign=top style='width:6.25in;padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-table-lspace:2.25pt;mso-table-rspace:2.25pt;mso-table-anchor-vertical:paragraph;mso-table-anchor-horizontal:column;mso-table-left:left;mso-padding-alt:0in 0in 0in 0in'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 13.5pt 6.75pt 13.5pt'><h1 align=center style='text-align:center;mso-line-height-alt:15.6pt'><span style='font-family:"Arial",sans-serif;mso-fareast-font-family:"Times New Roman"'><a href="https://ucsb.us8.list-manage.com/track/click?u=747e25b0d30d7a1580e6f81a4&id=59c345d99a&e=c138310e8d" target="_blank"><span style='font-size:26.5pt;color:#3392D2;font-weight:normal'>Maximizing Server Efficiency with Machine-Learning Accelerators</span></a><o:p></o:p></span></h1><div class=MsoNormal align=center style='text-align:center;line-height:125%'><span style='font-size:11.5pt;line-height:125%;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'><hr size=2 width="100%" align=center></span></div><p class=MsoNormal align=center style='text-align:center;line-height:125%'><span style='font-size:13.0pt;line-height:125%;font-family:"Lucida Sans Unicode",sans-serif;mso-fareast-font-family:"Times New Roman";color:dimgray'>February 1, 2018 | 4:00 pm | ESB 1001</span><span style='font-size:11.5pt;line-height:125%;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'><br><br><a href="https://ucsb.us8.list-manage.com/track/click?u=747e25b0d30d7a1580e6f81a4&id=638bc1d852&e=c138310e8d"><span style='color:#3392D2;text-decoration:none;text-underline:none'><img border=0 width=180 height=180 id="_x0000_i1026" src="https://gallery.mailchimp.com/747e25b0d30d7a1580e6f81a4/images/54900eb5-4ef9-4391-a2dd-b2d582cdfa81.jpg"></span></a><o:p></o:p></span></p><h1 align=center style='text-align:center;mso-line-height-alt:15.6pt'><span style='mso-fareast-font-family:"Times New Roman"'><br></span><span style='font-size:21.0pt;font-family:"Lucida Sans Unicode",sans-serif;mso-fareast-font-family:"Times New Roman";color:dimgray'>Mike Ferdman</span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h1><p class=MsoNormal align=center style='text-align:center;line-height:125%'><span style='font-size:11.5pt;line-height:125%;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'><br></span><span style='font-size:13.5pt;line-height:125%;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'>Assistant Professor of Computer Science at Stony Brook University</span><span style='font-size:11.5pt;line-height:125%;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'><o:p></o:p></span></p></td></tr></table></td></tr></table></td></tr></table></td></tr></table></div></td></tr></table></div></td></tr><tr style='mso-yfti-irow:2'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:white;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%' id=templateBody><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width=0 style='width:6.25in;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:7.5pt 0in 7.5pt 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td style='padding:7.5pt 13.5pt 15.0pt 13.5pt;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=1 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;border:none;mso-border-top-alt:solid #999999 1.5pt;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td style='border:none;border-top:solid #999999 1.5pt;padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'></td></tr></table></td></tr></table><p class=MsoNormal><span style='mso-fareast-font-family:"Times New Roman"'><o:p> </o:p></span></p><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:6.75pt 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;margin-left:-2.25pt;margin-right:-2.25pt;mso-table-anchor-vertical:paragraph;mso-table-anchor-horizontal:column;mso-table-left:left;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td width=600 valign=top style='width:6.25in;padding:0in 0in 0in 0in;max-width: 100%;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-table-lspace:2.25pt;mso-table-rspace:2.25pt;mso-table-anchor-vertical:paragraph;mso-table-anchor-horizontal:column;mso-table-left:left;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 13.5pt 6.75pt 13.5pt'><p class=MsoNormal><span style='font-size:13.5pt;font-family:"Lucida Sans Unicode",sans-serif;mso-fareast-font-family:"Times New Roman";color:#3392D2'>Abstract</span><span style='font-size:11.5pt;font-family:"Helvetica",sans-serif;mso-fareast-font-family:"Times New Roman";color:#606060'><o:p></o:p></span></p><div><p class=MsoNormal style='mso-margin-top-alt:12.0pt;margin-right:0in;margin-bottom:12.0pt;margin-left:0in;line-height:150%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><span style='font-size:13.0pt;line-height:150%;font-family:"Helvetica",sans-serif;color:#606060'>Deep convolutional neural networks (CNNs) are rapidly becoming the dominant approach to computer vision and a major component of many other pervasive machine learning tasks, such as speech recognition, natural language processing, and fraud detection. As a result, accelerators for efficiently evaluating DNNs are rapidly growing in popularity. Our work in this area focuses on two key challenges: minimizing the off-chip data transfer and maximizing the utilization of the computation units. In this talk, I will present an overview of my research work on understanding and improving the efficiency of server systems, and dive deeper into our recent results on FPGA-based server accelerators for machine learning.</span><span style='font-size:11.5pt;line-height:150%;font-family:"Helvetica",sans-serif;color:#606060'><o:p></o:p></span></p></div><div><p class=MsoNormal style='mso-margin-top-alt:12.0pt;margin-right:0in;margin-bottom:12.0pt;margin-left:0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><span style='font-size:13.5pt;font-family:"Lucida Sans Unicode",sans-serif;color:#3392D2'>Biography</span><span style='font-size:10.5pt;font-family:"Verdana",sans-serif;mso-bidi-font-family:Helvetica;color:black'><o:p></o:p></span></p><p class=MsoNormal style='mso-margin-top-alt:12.0pt;margin-right:0in;margin-bottom:12.0pt;margin-left:0in;line-height:150%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><span style='font-size:11.5pt;line-height:150%;font-family:"Helvetica",sans-serif;color:#606060'>Mike Ferdman is an Assistant Professor of Computer Science at Stony Brook University, where he co-directs the Computer Architecture Stony Brook (COMPAS) Lab. His research interests are in the area of computer architecture, with particular emphasis on the server computing stack. His current projects center on FPGA accelerators for machine learning, emerging memory technologies, and speculative micro-architectural techniques. Mike received a BS in Computer Science, and BS, MS, and PhD in Electrical and Computer Engineering from Carnegie Mellon University.<o:p></o:p></span></p></div></td></tr></table></td></tr></table></td></tr></table></td></tr></table></div></td></tr></table></div></td></tr><tr style='mso-yfti-irow:3;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:#F2F2F2;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%' id=templateFooter><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width=0 style='width:6.25in;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:7.5pt 0in 7.5pt 0in;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 100%;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'><td valign=top style='padding:6.75pt 6.75pt 6.75pt 6.75pt;-ms-text-size-adjust: 100%;-webkit-text-size-adjust: 100%'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;mso-yfti-tbllook:1184;mso-padding-alt:0in 0in 0in 0in;min-width: 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