References

* Introduction to Causal Inference

https://www.bradyneal.com/causal-inference-course#course-textbook

https://www.youtube.com/playlist?list=PLoazKTcS0RzZ1SUgeOgc6SWt51gfT80N0

 

* A First Course in Causal Inference

https://arxiv.org/pdf/2305.18793

https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/ZX3VEV

 

* Causal Inference What If 

https://static1.squarespace.com/static/675db8b0dd37046447128f5f/t/677676888e31cc50c2c33877/1735816881944/hernanrobins_WhatIf_2jan25.pdf

 

* Causal Inference for the Brave and True

https://matheusfacure.github.io/python-causality-handbook/landing-page.html

https://github.com/matheusfacure/python-causality-handbook

 

* The Effect

https://theeffectbook.net/

https://www.youtube.com/playlist?list=PLcTBLulJV_AK1hKtnO0-kYrU0D09K-kj8

https://github.com/NickCH-K/causalbook

 

* Causal Inference The Mixtape

https://mixtape.scunning.com/

https://github.com/scunning1975/mixtape

 

* Elements of Causal Inference Foundations and Learning Algorithms

https://library.oapen.org/bitstream/handle/20.500.12657/26040/11283.pdf?sequence=1&isAllowed=y

 

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Library - Python

* Dowhy

https://www.pywhy.org/

https://github.com/py-why/dowhy/

 

* EconML

 

* causal-learn

 

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Libraray & Cookbook - R

 

 

* https://r4ds.hadley.nz/data-visualize.html

* https://www.tmwr.org/base-r.html

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Lectures

* Machine Learning & Causal Inference: A Short Course (Stanford Graduate School of Business)

https://www.youtube.com/playlist?list=PLxq_lXOUlvQAoWZEqhRqHNezS30lI49G-

 

* Crash Course In Causality (University of Penn)

https://www.youtube.com/watch?v=37ldNBvynTg&t=29837s

 

* 인과추론의 데이터과학

https://sites.google.com/view/causal-inference2024

https://www.youtube.com/@causaldatascience