See a tenative schedule below. We will be posting recorded videos on the corresponding dates.

Date Plan Note
06/17 Fri Episode 1: Overview of ML Compilation
[ slides | video | notes ]

06/24 Fri Episode 2: Tensor Program Abstraction
[ slides | ipynb | video | notes ]

07/01 Fri Episode 3: Tensor Program Abstraction Case Study: TensorIR
[ ipynb | video | notes | exercise ]

07/08 Fri Episode 4: Build End to End Models
[ ipynb | video | notes | assignment ]

07/15 Fri Episode 5: Automatic Program Optimization
[ ipynb | video | notes ]

07/22 Fri No class
07/29 Fri Episode 6: Integration with Machine Learning Frameworks
[ ipynb | video | notes ]

08/05 Fri Episode 7: GPU and Specialized Hardware: part1
[ ipynb | video | notes ]

08/12 Fri Episode 8: GPU and Specialized Hardware: part2
[ ipynb | video ]

08/19 Fri Episode 9: Graph Optimizations: Operator Fusion and Memory Planning
[ slides ]

08/26 Fri Episode 10: Deploy to Server Environments
[ slides ]

09/02 Fri Episode 11: Deploy to Edge Environments
[ slides ]