~/talk

TensorFlow.js + Node

Talkat EmpireJS 2018 · on Thursday, 2018-09-20· [javascript, machine-learning]
slides:none on file

TensorFlow.js runs models in browser and Node.js using WebGL or native bindings and lets code train in-browser or Node.js end to end — training, saving, and inference. Demos include a 400 lines of JavaScript playground, PoseNet at about 25 fps pose estimation, transfer learning for games, a spectrogram→CNN pipeline for keyword spotting, model inspection tools (activations, confusion matrix, per-class accuracy), MNIST training on ~55,000 images reaching ~90% accuracy, and a lightweight Raspberry Pi runtime forthcoming.

AI-written summary · about

  1. 0:00Start
  2. 1:11Tensor Flow Playground
  3. 7:52Speech Recognition
  4. 11:00Demo
  5. 13:51Custom Visualizations
  6. 14:31Model Training
  7. 15:25Visualization
  8. 16:51Accuracy
  9. 18:36Convolutions
  10. 18:59Model Summaries
  11. 20:38Activation
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