Causal Inference

concepts · 8 notes linked

Related: Judea Pearl · Recommendation Systems · Bernhard Scholkopf · Michael Nielsen · Simpsons Paradox · Directed Acyclic Graphs · Probability Theory · Spotify

Notes

• A Survey of Causal Inference Applications at Netflix — Netflix internal summit survey of causal inference methods and applications
• From Statistical to Causal Learning — Survey of AI learning paradigms from symbolic to causal interventional models
• ICML: Where causality meets machine learning — Growing role of causality in modern machine learning research
• If correlation doesn't imply causation, then what does? — Judea Pearl's causal calculus inferring causation from observational data
• January 7-9th, 2018, Sheraton Philadelphia Downtown — AEA 2018 short courses on ML, econometrics, and market design
• Statistical Rethinking, Edition 2: ETA March 2020 — Richard McElreath announces second edition changes to Bayesian statistics textbook
• The complex math of counterfactuals could help Spotify pick your next favorite song — Spotify ML model applies twin-network counterfactual reasoning at scale
• What Is Causal Inference? — Causal inference methods from RCTs to Pearl's causal graphs explained