Binarized Neural Networks on Microcontrollers

Binarized Neural Networks on Microcontrollers

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Larq Compute Engine

11 of 21

11 of 21

Larq Compute Engine

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Binarized Neural Networks on Microcontrollers

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  1. 1 Intro
  2. 2 Why is TinyML not already everywhere
  3. 3 The road ahead
  4. 4 Efficient ML covers the entire stack
  5. 5 Going below 8-bit precision
  6. 6 Memory reduction for different precisic
  7. 7 Binarized Convolution
  8. 8 Training Neural Networks
  9. 9 Training Binarized Neural Networks
  10. 10 Open Source BNN Ecosystem
  11. 11 Larq Compute Engine
  12. 12 Person Detection / Visual Wake Words
  13. 13 Person Detection on Cortex-M4
  14. 14 Model Benchmark on Cortex-M4
  15. 15 Model Accuracy + Real World Performa
  16. 16 Unit tests for Deep Learning Applicatio
  17. 17 Person Detection Networks
  18. 18 Person Detection using BNNS
  19. 19 What's next?
  20. 20 Arm: The Software and Hardware Foundation for tin
  21. 21 Next tinyML Talks

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