~/talk

JavaScript beats cancer

Talkat 4Developers 2022 Online · 2022-04-04..04-07· [machine-learning, javascript]
slides:none on file

Claims that JavaScript can run a clinically useful melanoma detector using TensorFlow.js with Keras-trained models served via TensorFlow Serving/Kubeflow, deployed in a React Native mobile app. Uses ISIC research data (from 53 historical images to 26,000 images), extracts and automates about 15 patterns (ABCDE-style features) with preprocessing, segmentation and a points-based scoring threshold; image processing and retraining pipeline work but heavier training and some preprocessing still rely on Python.

AI-written summary · about

  1. 0:00Start
  2. 2:57Agenda
  3. 3:25The idea
  4. 6:19PoC architecture overview
  5. 7:35JavaScript vs other languages
  6. 9:32In production
  7. 18:34Skin cancer
  8. 21:30Scoring
  9. 25:30Image processing
  10. 33:01Example
  11. 33:55Summary
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