~/talk

Strike a Pose - Gesture recognition in JavaScript w/ ML & Arduino

Talkat JSConf US 2019 · 2019-08-12..08-14· [machine-learning, creative-coding]
slides:none on file

Builds a gesture recognizer that actually maps live accelerometer+gyroscope traces to actions using Johnny-five on Arduino and TensorFlow JS for modeling. Data collection uses a button and an NPU1650 giving six channels, records ~50 lines per gesture (≈300 inputs), converts to tensors, shuffles, uses an 80/20 train/test split, and saves the model. Demos alternate: Bluetooth controllers often fail on stage but a phone (generic sensor API) prediction works reliably; trained model successfully classifies punches and wand gestures.

AI-written summary · about

  1. 0:00Intro
  2. 0:45Title
  3. 2:22Gathering Data
  4. 16:53Demonstration
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