Causal Inference

• Control the potential confounding variables which could bias the results
• Treatment and control groups
• Assignment mechanism
• Potential outcomes

AB Testing

AB Testing note

Causal Impact (Bayesian Structural Time Series)

• It uses state-space models

Machine Learning & Causal Inference

• Double ML
  • Is double machine learning doubly robust? If so, how?
  • Amazon use case | Removing selection bias from evaluation of recommendations
• TMLE
  • An Illustrated Guide to TMLE, Part I: Introduction and Motivation
  • TMLE paper
  • Targeted Learning in R
  • TL revolution
  • Biostatistics Short Course: Targeted Learning: Bridging Machine Learning with Causal and Statistical Inference
• CV-TMLE and double machine learning

Recommended Readings

• Causal Inference in Data Science
• Demystifying ATE ATT ATU
• Machine Learning & Causal Inference: A Short Course@Stanford
• Double Machine Learning@EconML
• Causal Inference for the Brave and True