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A Brief Introduction to Causal Inference in Machine Learning
Probabilistic Graphical Models
A Basic Setup
Active Causal Inference
Passive Causal Inference
Challenges in Randomized Controlled Trials
When Confounders were also Collected
Instrumental Variables: When Confounders were not Collected
Summary
Causality and Machine Learning
Remaining Topics
A Brief Introduction to Causal Inference in Machine Learning
Passive Causal Inference
Instrumental Variables: When Confounders were not Collected
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Instrumental Variables: When Confounders were not Collected