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A Brief Introduction to Causal Inference in Machine Learning
Probabilistic Graphical Models
A Basic Setup
Active Causal Inference
Causal Quantities of Interest
Regression: Causal Inference can be Trivial
Randomized Controlled Trials
Causal Inference vs. Outcome Maximization
When Some Confounders are Observed
Summary
Passive Causal Inference
Causality and Machine Learning
Remaining Topics
A Brief Introduction to Causal Inference in Machine Learning
Active Causal Inference
When Some Confounders are Observed
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When Some Confounders are Observed