The rapid advance in ML models and ML-specific hardware makes it increasingly challenging to build efficient and scalable learning systems that can take full advantage of modern hardware and runtime environments’ performance capability. We need to make full use of hardware specialization and compilation techniques to provide the best performance for modern machine learning workloads.
This symposium aims to bring together experts from the field of computer architecture and compilers. The list of invited speakers contains experts across the compilation and hardware stack.
Mon 8:30 a.m. - 8:35 a.m.
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Opening Remarks
SlidesLive Video » |
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Mon 8:35 a.m. - 9:25 a.m.
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Nvidia Chips
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Talk
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Coming soon... |
William Dally 🔗 |
Mon 9:25 a.m. - 9:30 a.m.
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Q&A for Dally
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Q&A
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Question and Answer for Bill Dally |
William Dally 🔗 |
Mon 9:30 a.m. - 9:55 a.m.
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PyTorch
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Talk
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Zachary DeVito 🔗 |
Mon 9:55 a.m. - 10:00 a.m.
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Q&A for Zachary DeVito
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Q&A
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Zachary DeVito 🔗 |
Mon 10:00 a.m. - 10:30 a.m.
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Break
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Mon 11:00 a.m. - 11:25 a.m.
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TPU
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Talk
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Cliff Young 🔗 |
Mon 11:25 a.m. - 11:30 a.m.
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Q&A for Cliff Young
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Q&A
)
Question and Answer for Cliff Young |
Cliff Young 🔗 |
Mon 11:30 a.m. - 11:55 a.m.
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MLIR/TF
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Talk
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Coming soon... |
Jacques Pienaar 🔗 |
Mon 11:55 a.m. - 12:00 p.m.
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Q&A 4 Jacques Pienaar
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Q&A
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Jacques Pienaar 🔗 |
Mon 1:00 p.m. - 1:35 p.m.
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Supporting Sparse Computations in Machine Learning -Amarasinghe (MIT)
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Talk
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Coming soon... |
Saman Amarasinghe 🔗 |
Mon 1:35 p.m. - 1:40 p.m.
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Q&A for Saman Amarasinghe
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Q&A
)
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Saman Amarasinghe 🔗 |
Mon 1:40 p.m. - 2:05 p.m.
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Applying Circuit IR Compilers and Tools (CIRCT) to ML Applications
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Talk
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Coming soon... |
Mike Urbach 🔗 |
Mon 2:05 p.m. - 2:10 p.m.
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Q&A for Mike Urbach
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Q&A
)
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Mike Urbach 🔗 |
Mon 2:10 p.m. - 2:30 p.m.
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Break
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Mon 2:30 p.m. - 2:55 p.m.
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TVM
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Talk
)
Coming soon... |
Tianqi Chen 🔗 |
Mon 2:55 p.m. - 3:00 p.m.
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Q&A for Tianqi Chen
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Q&A
)
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Tianqi Chen 🔗 |
Mon 3:00 p.m. - 3:25 p.m.
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Arm
(
Talk
)
SlidesLive Video » Coming soon... |
Tomas Edso 🔗 |
Mon 3:25 p.m. - 3:30 p.m.
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Q&A for Tomas Edso
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Q&A
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Question and answer for Tomas Edso |
Tomas Edso 🔗 |
Mon 3:30 p.m. - 4:30 p.m.
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Panel Discussion
Coming soon... |
Luis Ceze · Cliff Young · Chris Lattner 🔗 |
Mon 4:30 p.m. - 4:55 p.m.
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AI Compiler @Alibaba
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Talk
)
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Xiaoyong Liu 🔗 |
Mon 4:55 p.m. - 5:00 p.m.
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Q&A Liu
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Q&A
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