6 - Estimation

In the sixth week of the Introduction to Causal Inference online course, we cover estimation of causal effects. Please post questions in the YouTube comments section. Introduction to Causal Inference Course Website: causalcourse.com 0:00 Intro 1:06 CATE Preliminaries 2:51 Outline 3:50 Conditional Outcome Modeling (COM) 11:31 Grouped COM 13:43 TARNet 16:08 X-Learner 20:52 Propensity Scores 25:39 Inverse Probability Weighting (IPW) 32:17 Outcome and Propensity Score Modeling 33:45 Doubly Robust Methods 34:58 Matching 36:32 Double Machine Learning 38:09 Causal Trees and Forests