Saving 95% of Your Edge Power with Sparsity to Enable TinyML

Saving 95% of Your Edge Power with Sparsity to Enable TinyML

tinyML via YouTube Direct link

Intro

1 of 24

1 of 24

Intro

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Saving 95% of Your Edge Power with Sparsity to Enable TinyML

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  1. 1 Intro
  2. 2 About Jon Tapson
  3. 3 Edge workloads are different
  4. 4 Edge data is massive
  5. 5 Speech waveforms
  6. 6 What is sparsity
  7. 7 Deep neural networks
  8. 8 Fanout
  9. 9 Basic CNN
  10. 10 Typical gains
  11. 11 Neural Network Accelerator
  12. 12 How it works
  13. 13 Events
  14. 14 Use cases
  15. 15 Software stack
  16. 16 Runtime support
  17. 17 Sparsity performance
  18. 18 Summary
  19. 19 Questions
  20. 20 Conclusion
  21. 21 Edge Impulse
  22. 22 Sponsor
  23. 23 Next talk
  24. 24 Thanks

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