Time Series Machine Learning for Deployment in Healthcare

Time Series Machine Learning for Deployment in Healthcare

Broad Institute via YouTube Direct link

Blackbox inference

16 of 27

16 of 27

Blackbox inference

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Classroom Contents

Time Series Machine Learning for Deployment in Healthcare

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  1. 1 Introduction
  2. 2 SeaKids Hospital
  3. 3 ICU Lawson Labs
  4. 4 Survey
  5. 5 Explainability tool
  6. 6 Feature importance
  7. 7 Evaluation
  8. 8 Representation
  9. 9 Bias
  10. 10 Representations
  11. 11 Trajectory
  12. 12 HDP Flow
  13. 13 States
  14. 14 Model
  15. 15 Underlying States
  16. 16 Blackbox inference
  17. 17 Lifeline pipeline
  18. 18 Realtime evaluation
  19. 19 Challenges
  20. 20 Conclusion
  21. 21 Thank you
  22. 22 Questions
  23. 23 Intervention data
  24. 24 Continuous data
  25. 25 Two short questions
  26. 26 How transferable is this model
  27. 27 Feature selection

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