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Tensor Expressions
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Classroom Contents
An Introduction to Optimizing ML Models with TVMC
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- 1 Intro
- 2 Welcome
- 3 Agenda
- 4 Why should you use TVMC
- 5 How does TVMC work
- 6 Architecture diagram
- 7 Runtime
- 8 Intermediate Representation
- 9 TIR
- 10 Target
- 11 Tensor Expression
- 12 Matrix Multiplication
- 13 Tensor Expressions
- 14 Tile Schedule
- 15 Vector Operations
- 16 Scheduling
- 17 Performance
- 18 Topi
- 19 What is Auto TVMC
- 20 Feedback loop
- 21 Relay
- 22 What is Relay
- 23 Fused Operators
- 24 Supported Platforms
- 25 Supported Front Ends
- 26 Results
- 27 Installing TVMC
- 28 How to use TVMC
- 29 What is resnet50
- 30 Roadmap
- 31 Downloading the model
- 32 Processing the model
- 33 Raspberry Pi
- 34 Remote Procedure Calls
- 35 TVMC
- 36 Wrapup
- 37 Sponsors
