Date & Time:
July 31, 2019 2:00 pm – 3:00 pm
Location:
Crerar 390, 5730 S. Ellis Ave., Chicago, IL,
07/31/2019 02:00 PM 07/31/2019 03:00 PM America/Chicago Rob Schreiber (Cerebras) – New Hardware Technology to Accelerate AI CERES Unstoppable Speaker Series Crerar 390, 5730 S. Ellis Ave., Chicago, IL,

New Hardware Technology to Accelerate AI

Deep neural networks are an excellent market opportunity for the computer industry.  Training them demands performance far beyond what CPUs can provide.  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.   But the GPU is not optimized for neural networks.    Now, new and better adapted architectures are appearing.  But the growth in demand for performance continues, and consequently the time to train large networks remains high, hours to days or even more.

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.

Host: Yanjing Li

Rob Schreiber

Engineer, Cerebras Systems Inc.

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.

Related News & Events

Video

“Machine Learning Foundations Accelerate Innovation and Promote Trustworthiness” by Rebecca Willett

Jan 26, 2024
Video

Nightshade: Data Poisoning to Fight Generative AI with Ben Zhao

Jan 23, 2024
UChicago CS News

Five UChicago CS students named to Siebel Scholars Class of 2024

Oct 02, 2023
In the News

In The News: U.N. Officials Urge Regulation of Artificial Intelligence

"Security Council members said they feared that a new technology might prove a major threat to world peace."
Jul 27, 2023
UChicago CS News

UChicago Computer Scientists Bring in Generative Neural Networks to Stop Real-Time Video From Lagging

Jun 29, 2023
UChicago CS News

UChicago Team Wins The NIH Long COVID Computational Challenge

Jun 28, 2023
UChicago CS News

UChicago Assistant Professor Raul Castro Fernandez Receives 2023 ACM SIGMOD Test-of-Time Award

Jun 27, 2023
UChicago CS News

Computer Science Displays Catch Attention at MSI’s Annual Robot Block Party

Apr 07, 2023
UChicago CS News

UChicago, Stanford Researchers Explore How Robots and Computers Can Help Strangers Have Meaningful In-Person Conversations

Mar 29, 2023
UChicago CS News

Postdoc Alum John Paparrizos Named ICDE Rising Star

Mar 15, 2023
UChicago CS News

New EAGER Grant to Asst. Prof. Eric Jonas Will Explore ML for Quantum Spectrometry

Mar 03, 2023
UChicago CS News

Assistant Professor Chenhao Tan Receives Sloan Research Fellowship

Feb 15, 2023
arrow-down-largearrow-left-largearrow-right-large-greyarrow-right-large-yellowarrow-right-largearrow-right-smallbutton-arrowclosedocumentfacebookfacet-arrow-down-whitefacet-arrow-downPage 1CheckedCheckedicon-apple-t5backgroundLayer 1icon-google-t5icon-office365-t5icon-outlook-t5backgroundLayer 1icon-outlookcom-t5backgroundLayer 1icon-yahoo-t5backgroundLayer 1internal-yellowinternalintranetlinkedinlinkoutpauseplaypresentationsearch-bluesearchshareslider-arrow-nextslider-arrow-prevtwittervideoyoutube