Inside TensorFlow - Quantization Aware Training

Inside TensorFlow - Quantization Aware Training

TensorFlow via YouTube Direct link

The plan for the next hour

2 of 23

2 of 23

The plan for the next hour

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Inside TensorFlow - Quantization Aware Training

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  1. 1 1 TensorFlow
  2. 2 The plan for the next hour
  3. 3 Optimizing ML Models
  4. 4 Model Optimization Toolkit
  5. 5 Uniform/Linear Quantization
  6. 6 Quantization is lossy
  7. 7 Quantization Aware Training (QAT)
  8. 8 How to recover lost accuracy?
  9. 9 Accuracy recovered using QAT
  10. 10 QAT and Keras
  11. 11 Quantize entire model
  12. 12 Quantize subset of model
  13. 13 Custom Quantize a layer
  14. 14 Quantize your own layer
  15. 15 Write your own algorithm (Quantizer)
  16. 16 QAT Keras APIs
  17. 17 Core Keras Abstractions
  18. 18 Keras Layer Lifecycle
  19. 19 Keras Model - Layer interaction
  20. 20 Keras Wrapper
  21. 21 Sample Wrapper
  22. 22 MOT Wrappers
  23. 23 Keras Model Transformer

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