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