Inside TensorFlow - TF Model Optimization Toolkit - Quantization and Pruning

Inside TensorFlow - TF Model Optimization Toolkit - Quantization and Pruning

TensorFlow via YouTube Direct link

Introduction

1 of 23

1 of 23

Introduction

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Inside TensorFlow - TF Model Optimization Toolkit - Quantization and Pruning

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  1. 1 Introduction
  2. 2 Overview
  3. 3 Why does this matter
  4. 4 Quantization is hard
  5. 5 Quantization during training
  6. 6 Quantization after training
  7. 7 Pruning
  8. 8 Quantization kernels
  9. 9 Quantitation spec
  10. 10 Cemetry
  11. 11 Perchannel condensation
  12. 12 Quantization tools
  13. 13 Integer Quantization
  14. 14 Hybrid Quantization
  15. 15 Postreading Integer Quantization
  16. 16 Quantization Accuracy
  17. 17 Quantization Benefits
  18. 18 Summary
  19. 19 Pruning Tools
  20. 20 Quantization API
  21. 21 Pruning Example
  22. 22 Pruning Summary
  23. 23 Matrix Multiplication

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