Introduction to Controls - Chapter 6 - Business Data Science Matt Taddy
Introduction to Controls - Chapter 6 - Business Data Science Matt Taddy
00:00 Introduction to controls
00:32 What are all topics for this video
01:14 One line summary of this video
03:40 Observational study
05:38 Conditional ignorability
07:36 Example of using observational study
10:19 Linear treatment effects
12:05 How to handle multiple confounders with Algo-14 LTE Lasso
14:09 Heterogeneous treatment effects
16:04 Propensity models - example of Heterogeneous treatment effect in action
18:28 Algo-15 Orthogonal Machine Learning and Sample splitting
19:50 Synthetic controls
24:24 Summary