~/talk

Artificial Intelligence: The Future of Healthcare

Talkat PyData Indy 2019 · on Friday, 2019-10-11· [machine-learning]
links:none on file
slides:none on file

Concrete examples and concrete fixes are here: an Amazon resume filter that learned to downgrade women, a Roomba turned off its camera because of a poorly specified reward, and traffic sign attacks that flip stop into speed limit. Tool names appear—TensorFlow and Keras plus scikit learn Ray and Unity—and claims include need for roughly 100k examples for good neural net performance, HIPAA/cloud limits, human‑in‑the‑loop fixes, and API integrations with transcription and EMR platforms.

AI-written summary · about

  1. 0:00AI and its types
  2. 3:30Ethical concerns in AI
  3. 5:19AI adoption barriers
  4. 7:03Reinforcement learning risks
  5. 9:58Computer vision challenges
  6. 12:49Cybersecurity and job security in AI
  7. 14:17AI data collection state
  8. 15:20Why computers don’t think
  9. 17:28Reducing AI risks
  10. 20:18Human-in-the-loop benefits
  11. 23:31AI augmenting healthcare
  12. 25:37Clean data and AI interfaces
  13. 27:43Building AI systems
  14. 28:47Over-reliance on AI problems
  15. 31:42AI in healthcare delivery
  16. 35:11Q&A
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