Re-Imagining the Social Sciences in the Age of AI - March 4, 2020

Re-Imagining the Social Sciences in the Age of AI - March 4, 2020

Institute for Advanced Study via YouTube Direct link

Neural Network Residuals

32 of 35

32 of 35

Neural Network Residuals

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Classroom Contents

Re-Imagining the Social Sciences in the Age of AI - March 4, 2020

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  1. 1 Introduction
  2. 2 How People Make Decisions
  3. 3 How People Make Choices
  4. 4 Online Dating
  5. 5 The Model
  6. 6 Key Learning
  7. 7 Compensatory vs Non Compensatory Evaluation
  8. 8 Results
  9. 9 Summary
  10. 10 Cat or Dog
  11. 11 Image Classification Benchmark
  12. 12 Open AI
  13. 13 Human Behavior
  14. 14 Computer Science Psychology
  15. 15 Risky Choice Problem
  16. 16 Choice Prediction Competition
  17. 17 Data Collection
  18. 18 Evaluating Models
  19. 19 Expected Utility Theory
  20. 20 Prospect Theory
  21. 21 Validation Error
  22. 22 Literature
  23. 23 Estimates
  24. 24 Data
  25. 25 Domain
  26. 26 Data Set
  27. 27 Rational Choice Model
  28. 28 Utilitarian Model
  29. 29 Exploratory Data Analysis
  30. 30 Residuals
  31. 31 Scientific Regret minimization
  32. 32 Neural Network Residuals
  33. 33 Complex High Order Effects
  34. 34 Unexpected Interactions
  35. 35 Conclusions

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