Decision Trees are more powerful than you think

Let's talk about how decision trees can be used for modeling and causal inference!

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INVESTING
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REFERENCES
[1] Wayfair article on uplift modeling that inspired this video: https://www.aboutwayfair.com/tech-inn...
[2] Section 3 talks about Deicion Trees for uplift modeling for single and multiple treatments: https://link.springer.com/content/pdf...
[3] Section 3.3 touches on Uplift Modeling with Decision Trees: https://proceedings.mlr.press/v67/gut...
[4] Section 5.3 shows how random forests can model uplift directly: https://www.diva-portal.org/smash/get...

TIMESTAMPS
0:00 Introduction
0:40 Using Decision Trees
2:38 Building Decision Trees
11:28 Answering Causal Questions with Decision Trees
13:25 Building Causal Decision Tree
20:34 Summary

THUMBNAIL PIC
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