~/talk

Lifesaving AI and JavaScript

Talkat JSConf Korea 2019 · on Tuesday, 2019-09-03· [javascript, machine-learning]
name:Jaeman An
speakerdeck:kuss
slides:none on file

A deployed system predicts sepsis and other acute events 4–24 hours ahead using models served via TensorFlow.js and a Node.js pipeline with Redis for monitoring, EHR ingestion, and microservice retraining; property‑based tests (JSVerify/FastCheck) check model behavior, frontend visualizations translate scores for clinicians, pilots in Korean hospitals report better triage and about an hour more sleep for staff though mortality impact is still under formal study.

AI-written summary · about

  1. 0:00Lifesaving AI and JavaScript
  2. 2:25Medical AI importance
  3. 3:31Sepsis prediction with AI
  4. 5:44Five AI development phases
  5. 7:27Safe AI model deployment
  6. 9:35Property-based AI testing
  7. 11:51Node.js data pipelines
  8. 14:47Frontend design for AI
  9. 17:02AI model accuracy
  10. 19:00Automatic AI training
  11. 20:09TensorFlow.js exploration
  12. 21:58Debugging AI in browsers
  13. 22:19AI in Korean hospitals
  14. 23:23Future of AI in healthcare
  15. 24:27Q&A
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