Actionable Machine Learning for Tackling Distribution Shift - Huaxiu Yao

Actionable Machine Learning for Tackling Distribution Shift - Huaxiu Yao

Stanford MedAI via YouTube Direct link

LISA

11 of 19

11 of 19

LISA

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Actionable Machine Learning for Tackling Distribution Shift - Huaxiu Yao

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  1. 1 Introduction
  2. 2 Machine Learning Systems
  3. 3 Model Failure
  4. 4 Goal
  5. 5 Motivation
  6. 6 Representations
  7. 7 Datasets
  8. 8 Predicting Domain Information
  9. 9 Two Domains
  10. 10 spurious correlation
  11. 11 LISA
  12. 12 Copy Paste
  13. 13 How Human Learn
  14. 14 MLTI
  15. 15 Hidden Partition
  16. 16 Threeway Classification
  17. 17 NonLabel Sharing
  18. 18 Limited Tasks
  19. 19 Data Augmentation

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