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Saving 95% of Your Edge Power with Sparsity to Enable TinyML
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- 1 Intro
- 2 About Jon Tapson
- 3 Edge workloads are different
- 4 Edge data is massive
- 5 Speech waveforms
- 6 What is sparsity
- 7 Deep neural networks
- 8 Fanout
- 9 Basic CNN
- 10 Typical gains
- 11 Neural Network Accelerator
- 12 How it works
- 13 Events
- 14 Use cases
- 15 Software stack
- 16 Runtime support
- 17 Sparsity performance
- 18 Summary
- 19 Questions
- 20 Conclusion
- 21 Edge Impulse
- 22 Sponsor
- 23 Next talk
- 24 Thanks
