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Week 3: Quantization (20th March, 2021. 8am SGT)

  • What is Quantization?
  • Different Quantization Specs
    • Weight Quantization
    • Weight and Activation Quantization
  • How does Quantization improve performance at the edge?
  • Quantization using TFLite
  • Running a Quantized network on a hardware
  • Measuring Quantization Performance
    • How much does quantization improve performance?
  • Homework: Quantize a network using OpenVINO and measure its performance