Daniel Correia
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Home Projects Book Notes Now

Causal Inference

Resources

Books

  • The Book of Why: The New Science of Cause and Effect
  • Causal Inference in Statistics - A Primer
  • Causality: Models, Reasoning and Inference

Webpages

  • ML beyond Curve Fitting: An Intro to Causal Inference and do-Calculus
  • Causal Inference 2: Illustrating Interventions via a Toy Example
  • Causal Inference 3: Counterfactuals
  • Causal Data Science

Videos

  • Ferenc Huszár Causal Inference in Everyday Machine Learning Part 1
  • Ferenc Huszár Causal Inference in Everyday Machine Learning Part 2
  • Ferenc Huszár Causal Inference in Everyday Machine Learning Part 3
  • Bernhard Schölkopf Causal Discovery Part 1
  • Bernhard Schölkopf Causal Discovery Part 2

Tutorials

  • Causal Inference Practical from MLSS Africa 2019

Papers

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