Training Neural Networks for Sensors

Training Neural Networks for Sensors

tinyML via YouTube Direct link

Data Visualization

12 of 22

12 of 22

Data Visualization

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Training Neural Networks for Sensors

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  1. 1 tiny ML. Talks
  2. 2 Harvey Mudd College Clinic Team
  3. 3 Harvey Mudd College Clinic Program
  4. 4 Problem Statement
  5. 5 More than Speech Recognition
  6. 6 Wrist-Based Gestures for Smartwatch Applications
  7. 7 Prototype Breakdown
  8. 8 Data Collection Hardware
  9. 9 Data Collection Involves Multiple Gestures
  10. 10 Typical Data Instances
  11. 11 Data Augmentation
  12. 12 Data Visualization
  13. 13 Network Architecture
  14. 14 Dataset Composition
  15. 15 Network Performance
  16. 16 Effect of Time Shifting
  17. 17 Framing for Input Window
  18. 18 Watch-Checking Demonstration
  19. 19 Benefits of a Custom Printed Circuit Board
  20. 20 Implementation of the Board
  21. 21 Components Consume Minimal Power
  22. 22 Other Components Enable Additional Features

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