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