6 - Estimation

Published: 05 October 2020
on channel: Brady Neal - Causal Inference

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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

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