CMSIS-NN & Optimizations for Edge AI

CMSIS-NN & Optimizations for Edge AI

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Cycle bound improvement

11 of 23

11 of 23

Cycle bound improvement

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CMSIS-NN & Optimizations for Edge AI

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  1. 1 Introduction
  2. 2 Presentation
  3. 3 Optimizations
  4. 4 Cycle Measurements
  5. 5 Cycle Bound Analysis
  6. 6 Memory Bound Analysis
  7. 7 Library Optimizations
  8. 8 Fully Connected Operators
  9. 9 Loop unrolling
  10. 10 Checking compiler output
  11. 11 Cycle bound improvement
  12. 12 Simplifications
  13. 13 Summary
  14. 14 Hyperparameter Optimization
  15. 15 Question for Felix
  16. 16 TensorFlow Lite for microcontroller
  17. 17 Merging CMSISNN and optimized kernels
  18. 18 Reference kernels
  19. 19 Optimization
  20. 20 Person Detection
  21. 21 Hardware
  22. 22 Demo
  23. 23 Questions

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