bradleyfay / Causal Inference For Data Scientists
Licence: mit
Notebooks of Python and R code which illustrates basic causal inference using simulated data
Stars: ✭ 17
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Causal Inference for Data Scientists
Notebooks of Python and R code which illustrates basic causal inference using simulated data
Materials
Introductory Blog: Medium
Deck from Talk: Google Slides
3rd Party Resources
In addition to any material I adapt and create in the repo, here is a running list of resources which I have found valuable as I've skilled up in Causal Inference.
Books
- Mastering the 'Metrics - Probably the best place to start. Provides an approachable introduction to Causal Inference and the primary tools used by econometricians.
- Mostly Harmless Econometrics - A more thorough introduction to Econometrics. Very approachable, but a little more math heavy than Mastering the 'Metrics
Videos
Ben Lambert has made a ton of fantastic videos on Econometrics. He has done both undergraduate and graduate level. I found these videos super useful as quick refreshers or when I needed an alternative explanation of various topics. Definitely worth bookmarking.
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