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Machine Learning Compilers
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Classroom Contents
Apache TVM: Optimizing ML Models for Edge Deployment - Deep Dive and Demo
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- 1 Introduction
- 2 AI Compilation Wars
- 3 Machine Learning Compilers
- 4 Who is using TVM
- 5 The landscape of deep learning
- 6 Highlevel optimizations
- 7 Operators and nodes
- 8 TVM internals
- 9 How to use TVM
- 10 Fusion
- 11 Auto Scheduler
- 12 Auto Scheduler workflow
- 13 Task Scheduler workflow
- 14 Realworld results
- 15 The best of both worlds
- 16 Auto scheduling
- 17 Why use TVM
- 18 Live Demo
- 19 Uploading a new model
- 20 Performance results
- 21 Crossproduct results
- 22 Comparing public vs private models
- 23 Outro
