~/talk

KEYNOTE – Akshay Sharma

Talkat PyCon US 2021 · 2021-05-14..05-15· [machine-learning]
links:none on file
slides:none on file

Sharecare and doc.ai ship phone apps (Passport, Serenity, NetRunner, Genewall) and claim Python notebooks become the single source of medical knowledge — send me a notebook. Concrete builds: an automated NAPSI nail‑psoriasis scorer, an IRB‑approved myasthenia gravis study using selfie video (eyelid height/width ratios) and audio CNNs, and cough detectors via transfer learning on the micro speech model compiled to TensorFlow Lite and TF‑Micro. Privacy techniques include federated learning on iOS/Android; clinical validation and IRB rigor are required.

AI-written summary · about

  1. 0:00Introduction
  2. 1:17History of Healthcare
  3. 4:26What is Changing
  4. 8:58Data Fluency
  5. 13:48Data Privacy
  6. 14:18Digital biomarkers
  7. 19:35Observations
  8. 21:06Python
  9. 25:12Tools
  10. 26:24OpenMind
  11. 28:16Outro
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