Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference

Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference

EDGE AI FOUNDATION via YouTube Direct link

Machine Learning on Edge Devices

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Machine Learning on Edge Devices

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Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference

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  1. 1 Intro
  2. 2 Machine Learning on Edge Devices
  3. 3 Challenge: Memory
  4. 4 Intermediate Buffers
  5. 5 Loop Tiling
  6. 6 Fused Tiling
  7. 7 Fused Feature Map Tiling (FFMT)
  8. 8 Fused Depthwise Tiling (FDT)
  9. 9 FDT for Convolutions
  10. 10 End-to-end Deployment Flow
  11. 11 Path Discovery - FDT
  12. 12 Implementation
  13. 13 Summary

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