Causal Inference (36-731/732)

Syllabus

Lecture notes:

• Introduction
• Simple experiments
• Experiments with covariates
• Unconfounded observational studies
• Functional estimation
• Instrumental variables
• Time-varying treatments
• Marginal structural models
• Generalized interventions
• Policy learning & heterogeneous effects
• Interference​