Adaptive Neural Networks for Agile TinyML - Keynote

Adaptive Neural Networks for Agile TinyML - Keynote

tinyML via YouTube Direct link

Object Detection using TNN

12 of 15

12 of 15

Object Detection using TNN

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Adaptive Neural Networks for Agile TinyML - Keynote

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  1. 1 Intro
  2. 2 Challenges for tinyML
  3. 3 Towards Dynamic and Adaptive
  4. 4 Basics of Dynamic Inference
  5. 5 Relationship with Hardware
  6. 6 Examples Modeling Approaches
  7. 7 Throttleable Neural Networks (TNN)
  8. 8 Basic Intuitions on TNN
  9. 9 Controller Training
  10. 10 Early Results on Hardware
  11. 11 Selecting The Best Utilization
  12. 12 Object Detection using TNN
  13. 13 Example Metrics for Agility
  14. 14 Example Development Workflow
  15. 15 Hardware Accelerators

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