<html><body style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"></head><div><div class="AppleOriginalContents"><blockquote type="cite"><div><div style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;" class=""><meta http-equiv="Content-Type" content="text/html; charset=utf-8" class=""><div class=""><div class=""></div><div class=""><br class=""></div><div class=""></div><div class=""><br class=""></div><div class=""><br class=""></div><div class=""><b class="" style="font-size: 14px;"><font face="Times" class="">Wednesday, July 31, 2019 at 2:00pm</font></b></div><div class=""><b class="" style="font-size: 14px;"><font face="Times" class="">John Crerar Library, Room 390</font></b></div><div class=""><font face="Times" class=""><span style="font-size: 14px;" class=""><br class=""></span></font></div><div class=""><font face="Times" class=""><span style="font-size: 14px;" class=""><span class=""><b class="">Title:</b> </span><b class="">New
Hardware Technology to Accelerate AI</b></span></font></div>
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<!--StartFragment--><!--EndFragment--><div class=""><span class="" style="font-size: 14px;"><font face="Times" class=""><br class=""></font></span></div><div class=""><font face="Times" class=""><span style="font-size: 14px;" class=""><span class=""><b class="">Abstract:</b> </span><span style="text-align: justify;" class="">Deep neural networks are an excellent market
opportunity for the computer industry.</span><span style="text-align: justify;" class=""> </span><span style="text-align: justify;" class="">Training
them demands performance far beyond what CPUs can provide.</span><span style="text-align: justify;" class=""> </span><span style="text-align: justify;" class="">The demand has grown far faster than the
growth in chip capability that Moore’s Law provides. GPUs do the job better
than CPUs and for some time both training and inference have been a new and
valuable market niche for the GPU.</span><span style="text-align: justify;" class=""> </span><span style="text-align: justify;" class="">But
the GPU is not optimized for neural networks.</span><span style="text-align: justify;" class="">
</span><span style="text-align: justify;" class="">Now, new and better adapted architectures are appearing.</span><span style="text-align: justify;" class=""> </span><span style="text-align: justify;" class="">But the growth in demand for performance
continues, and consequently the time to train large networks remains high,
hours to days or even more.</span></span></font></div>
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<w:LsdException Locked="false" Priority="0" SemiHidden="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" SemiHidden="true" UnhideWhenUsed="true"
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<w:LsdException Locked="false" Priority="62" Name="Light Grid"/>
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<w:LsdException Locked="false" Priority="69" Name="Medium Grid 3"/>
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<w:LsdException Locked="false" Priority="72" Name="Colorful List"/>
<w:LsdException Locked="false" Priority="73" Name="Colorful Grid"/>
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<w:LsdException Locked="false" SemiHidden="true" Name="Revision"/>
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<!--StartFragment--><p class="MsoNormal" style="text-align:justify;mso-pagination:none;mso-layout-grid-align:
none;text-autospace:none"><span class="" style="font-size: 14px;"><font face="Times" class=""><span class="">Cerebras
Systems is a ventured-funded startup. We
are designing a new system for training deep networks aimed at more performance
than the fastest systems of today. I’ll
indicate the new approaches in both architecture and hardware technology that
allow us to do that<span style="font-weight: bold;" class="">.</span></span> </font></span></p><div class=""><font face="Times" class=""><span style="font-size: 14px;" class=""><b class="">Bio</b>: Rob Schreiber is a Distinguished Engineer at Cerebras Systems, Inc.,
where he works on architecture and programming of systems for accelerated
training of deep neural networks. Schreiber’s research spans sequential and
parallel algorithms for matrix computation, compiler optimization for parallel
languages, and high performance computer design. With Moler and Gilbert, he
developed the sparse matrix extension of Matlab. He created the NAS CG parallel
benchmark. He was a designer of the High
Performance Fortran language. Rob led the development at HP of the PICO system
for synthesis of custom hardware accelerators.
He has help pioneer the exploitation of photonic signaling in processors
and networks. He is an ACM Fellow, a SIAM Fellow, and was awarded, in 2012, the
Career Prize from the SIAM Activity Group in Supercomputing.</span></font></div>
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<!--StartFragment--><!--EndFragment--><div class=""><font face="Times" class=""><span style="font-size: 14px;" class=""><br class=""></span></font></div><div class=""><span class="" style="font-size: 14px;"><font face="Times" class=""><b class="">Host:</b> Yanjing Li</font></span></div><div class=""><span class="" style="font-size: 14px;"><font face="Times" class=""><br class=""></font></span></div><div class=""><span class="" style="font-size: 14px;"><b class=""><font face="Times" class="">PDF:</font></b></span></div></div><div class=""></div></div></div></blockquote></div></div></body></html>