Date | Plan | Note | ||
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06/17 Fri |
Episode 1: Overview of ML Compilation
[ slides | video | notes ] |
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06/24 Fri |
Episode 2: Tensor Program Abstraction
[ slides | ipynb | video | notes ] |
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07/01 Fri |
Episode 3: Tensor Program Abstraction Case Study: TensorIR
[ ipynb | video | notes | exercise ] |
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07/08 Fri |
Episode 4: Build End to End Models
[ ipynb | video | notes | assignment ] |
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07/15 Fri |
Episode 5: Automatic Program Optimization
[ ipynb | video | notes ] |
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07/22 Fri | No class | |||
07/29 Fri |
Episode 6: Integration with Machine Learning Frameworks
[ ipynb | video | notes ] |
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08/05 Fri |
Episode 7: GPU and Specialized Hardware: part1
[ ipynb | video | notes ] |
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08/12 Fri |
Episode 8: GPU and Specialized Hardware: part2
[ ipynb | video | notes | tutorial ] |
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08/19 Fri |
Episode 9: Graph Optimizations
[ ipynb | video | notes ] |
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08/26 Fri | No class | |||
09/02 Fri |
Episode 10: Summary and Future Works
[ slides | video ] |
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