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