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Remarks

Opening Remarks

Alex Dimakis · Ion Stoica · Alexander Smola
8:00 AM - 8:15 AM

After the opening remarks, please join William Dally's invited talk, Directions for Deep Learning Hardware.

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Invited Talk
8:20 AM - 9:10 AM

Deep learning has been enabled by powerful hardware and its progress is gated by improvements in hardware performance. This talk will review the current state of deep learning hardware and explore a number of directions to continue performance scaling in the absence of Moore’s Law.. Topics discussed will include number representation, sparsity, memory organization, optimized circuits, and analog computation.

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Speaker Bio
Bill is Chief Scientist and Senior Vice President of Research at NVIDIA Corporation and an Adjunct Professor and former chair of Computer Science at Stanford University. Bill is currently working on developing hardware and software to accelerate demanding applications including machine learning, bioinformatics, and logical inference. He has a history of designing innovative and efficient experimental computing systems. While at Bell Labs Bill contributed to the BELLMAC32 microprocessor and designed the MARS hardware accelerator. At Caltech he designed the MOSSIM Simulation Engine and the Torus Routing Chip which pioneered wormhole routing and virtual-channel flow control. At the Massachusetts Institute of Technology his group built the J-Machine and the M-Machine, experimental parallel computer systems that pioneered the separation of mechanisms from programming models and demonstrated very low overhead synchronization and communication mechanisms. At Stanford University his group developed the Imagine processor, which introduced the concepts of stream processing and partitioned register organizations, the Merrimac supercomputer, which led to GPU computing, and the ELM low-power processor. Bill is a Member of the National Academy of Engineering, a Fellow of the IEEE, a Fellow of the ACM, and a Fellow of the American Academy of Arts and Sciences. He has received the ACM Eckert-Mauchly Award, the IEEE Seymour Cray Award, the ACM Maurice Wilkes award, the IEEE-CS Charles Babbage Award, the IPSJ FUNAI Achievement Award, the Caltech Distinguished Alumni Award, and the Stanford Tau-Beta-Pi Teaching Award. He currently leads projects on computer architecture, network architecture, circuit design, and programming systems. He has published over 250 papers in these areas, holds over 160 issued patents, and is an author of the textbooks, Digital Design: A Systems Approach, Digital Systems Engineering, and Principles and Practices of Interconnection Networks.
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Oral
9:30 AM - 10:50 AM
4 Events in this session
Yunfeng Lin · Guilin Li · Xing Zhang · Weinan Zhang · Bo Chen · Ruiming Tang · Zhenguo Li · Jiashi Feng · Yong Yu
Peifeng Yu · Jiachen Liu · Mosharaf Chowdhury
Colby Banbury · Chuteng Zhou · Igor Fedorov · Ramon Matas · Urmish Thakker · Dibakar Gope · Vijay Janapa Reddi · Matthew Mattina · Paul Whatmough
Eyal Cidon · Evgenya Pergament · Zain Asgar · Asaf Cidon · Sachin Katti
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Oral
11:10 AM - 12:30 PM
4 Events in this session
Pratik Fegade · Tianqi Chen · Phillip Gibbons · Todd Mowry
Riyadh Baghdadi · Massinissa Merouani · Mohamed-Hicham LEGHETTAS · Kamel Abdous · Taha Arbaoui · Karima BENATCHBA · Saman Amarasinghe
Shantanu Mandal · Todd Anderson · Javier Turek · Justin Gottschlich · Shengtian Zhou · Abdullah Muzahid
Ettore M. G. Trainiti · Thanapon Noraset · David Demeter · Doug Downey · Simone Campanoni
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Oral
4 Events in this session
Hongyi Wang · Saurabh Agarwal · Dimitris Papailiopoulos
Nadeen Gebara · Manya Ghobadi · Paolo Costa
Andrei Ivanov · Nikoli Dryden · Tal Ben-Nun · Shigang Li · Torsten Hoefler
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Oral
3:20 PM - 5:00 PM
5 Events in this session
Robert David · Jared Duke · Advait Jain · Vijay Janapa Reddi · Nat Jeffries · Jian Li · Nick Kreeger · Ian Nappier · Meghna Natraj · Tiezhen Wang · Pete Warden · Rocky Rhodes · Rocky Rhodes
Saeed Maleki · Madan Musuvathi · Todd Mytkowicz · Olli Saarikivi · Tianju Xu · Vadim Eksarevskiy · Jaliya Ekanayake · Emad Barsoum
Bowen Yang · Jian Zhang · Jonathan Li · Christopher Re · Christopher Aberger · Christopher De Sa
Sameer Kumar · Yu Wang · Cliff Young · James Bradbury · Naveen Kumar · Dehao Chen · Andy Swing
Chunxing Yin · Bilge Acun · Carole-Jean Wu · Xing Liu
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Poster
5:00 PM -
17 Events in this session
Pratik Fegade · Tianqi Chen · Phillip Gibbons · Todd Mowry
Nadeen Gebara · Manya Ghobadi · Paolo Costa
Colby Banbury · Chuteng Zhou · Igor Fedorov · Ramon Matas · Urmish Thakker · Dibakar Gope · Vijay Janapa Reddi · Matthew Mattina · Paul Whatmough
Chunxing Yin · Bilge Acun · Carole-Jean Wu · Xing Liu
Riyadh Baghdadi · Massinissa Merouani · Mohamed-Hicham LEGHETTAS · Kamel Abdous · Taha Arbaoui · Karima BENATCHBA · Saman Amarasinghe
Eyal Cidon · Evgenya Pergament · Zain Asgar · Asaf Cidon · Sachin Katti
Ettore M. G. Trainiti · Thanapon Noraset · David Demeter · Doug Downey · Simone Campanoni
Andrei Ivanov · Nikoli Dryden · Tal Ben-Nun · Shigang Li · Torsten Hoefler
Sameer Kumar · Yu Wang · Cliff Young · James Bradbury · Naveen Kumar · Dehao Chen · Andy Swing
Peifeng Yu · Jiachen Liu · Mosharaf Chowdhury
Shantanu Mandal · Todd Anderson · Javier Turek · Justin Gottschlich · Shengtian Zhou · Abdullah Muzahid
Yunfeng Lin · Guilin Li · Xing Zhang · Weinan Zhang · Bo Chen · Ruiming Tang · Zhenguo Li · Jiashi Feng · Yong Yu
Bowen Yang · Jian Zhang · Jonathan Li · Christopher Re · Christopher Aberger · Christopher De Sa
Hongyi Wang · Saurabh Agarwal · Dimitris Papailiopoulos
Saeed Maleki · Madan Musuvathi · Todd Mytkowicz · Olli Saarikivi · Tianju Xu · Vadim Eksarevskiy · Jaliya Ekanayake · Emad Barsoum
Robert David · Jared Duke · Advait Jain · Vijay Janapa Reddi · Nat Jeffries · Jian Li · Nick Kreeger · Ian Nappier · Meghna Natraj · Tiezhen Wang · Pete Warden · Rocky Rhodes · Rocky Rhodes
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