~/talk

A Journey into the World of Machine Learning with TensorFlow.js

Talkat ng-conf 2020: Hardwired · 2020-04-01..04-03· [machine-learning, javascript]
name:Aaron Ma
links:none on file
slides:none on file

Shows a hands-on TensorFlow.js workflow: converts or trains models in-browser with WebGL/node backends, cites 1.4M npm installs and 10M CDN hits, benchmarks MobileNet inference ~20 ms on laptops and ~22 ms on iPhone X, server CPU ~23 ms and GPU ~9 ms. Builds a convolutional MNIST digit classifier in Angular 9+, trains with up to 40 epochs, reports 25-epoch results (digit 9: 100% on 43 samples; digit 3: 89% on 54), and demos working live inference.

AI-written summary · about

  1. 0:00Start
  2. 14:40Load Data
  3. 15:21Build Model
  4. 16:40Compile Model
  5. 17:43Model Training
  6. 19:03Step 4: Make prediction
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