An Introduction to Optimizing ML Models with TVMC

An Introduction to Optimizing ML Models with TVMC

tinyML via YouTube Direct link

What is resnet50

29 of 37

29 of 37

What is resnet50

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An Introduction to Optimizing ML Models with TVMC

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

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