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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
Causality and Machine Learning
Out-of-Distribution Generalization
Invariance: Stable Correlations are Causal Correlations
Prediction vs. Causal Inference
A Case Study: Language Modeling with Pairwise Preference
Summary
Remaining Topics
A Brief Introduction to Causal Inference in Machine Learning
Causality and Machine Learning
Prediction vs. Causal Inference
Talk
Exercises
History
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Prediction vs. Causal Inference