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The Science of Cause and Effect - From Deep Learning to Deep Understanding

The Science of Cause and Effect - From Deep Learning to Deep Understanding

Simons Institute via YouTube Direct link

Scientific Paradigm

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Scientific Paradigm

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The Science of Cause and Effect - From Deep Learning to Deep Understanding

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  1. 1 Introduction
  2. 2 Welcome
  3. 3 Agenda
  4. 4 Data vs Science
  5. 5 Scientific Paradigm
  6. 6 Practical Cases
  7. 7 Civil Right
  8. 8 Structural causal model
  9. 9 First law of causal inference
  10. 10 Counterfactuals
  11. 11 Ladder of causation
  12. 12 Law of independence
  13. 13 Do calculus
  14. 14 Estimating causal effect
  15. 15 Sport Medicine Example

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