Causality

Notes, exercises and other materials related to causal inference, causal discovery and causal ML.

Name		Name	Last commit message	Last commit date
Latest commit History 30 Commits
data		data
img		img
papers/uplift		papers/uplift
utils		utils
.Rhistory		.Rhistory
.gitignore		.gitignore
00 - Causal discovery II Notes 1.ipynb		00 - Causal discovery II Notes 1.ipynb
01 - Graphs and independence.ipynb		01 - Graphs and independence.ipynb
02 - DoWhy + EconML - Process example.ipynb		02 - DoWhy + EconML - Process example.ipynb
03 - SCMs.ipynb		03 - SCMs.ipynb
04 - Causal discovery with gCastle.ipynb		04 - Causal discovery with gCastle.ipynb
05 - Causal discovery from scratch - ANM.ipynb		05 - Causal discovery from scratch - ANM.ipynb
06 - Causal discovery from scratch - IGCI.ipynb		06 - Causal discovery from scratch - IGCI.ipynb
07 - Counterfactuals example.ipynb		07 - Counterfactuals example.ipynb
09 - DAG - identify no. of paths of len k.ipynb		09 - DAG - identify no. of paths of len k.ipynb
10 - Check if G is a DAG.ipynb		10 - Check if G is a DAG.ipynb
11 - DECI notes.ipynb		11 - DECI notes.ipynb
15 - Causation vs correlation.ipynb		15 - Causation vs correlation.ipynb
16 - Causal discovery - PC variants.ipynb		16 - Causal discovery - PC variants.ipynb
18 - Encoding expert knowledge.ipynb		18 - Encoding expert knowledge.ipynb
19 - Detecting outliers with GCMs.ipynb		19 - Detecting outliers with GCMs.ipynb
21 - Synthetic data with gCastle.ipynb		21 - Synthetic data with gCastle.ipynb
22 - Causal discovery - PC with expert knowledge.ipynb		22 - Causal discovery - PC with expert knowledge.ipynb
24 - Estimating Causal Impact.ipynb		24 - Estimating Causal Impact.ipynb
27 - Control Scheme vs Estimator Variance.ipynb		27 - Control Scheme vs Estimator Variance.ipynb
28 - DoWhy with binary outcomes.ipynb		28 - DoWhy with binary outcomes.ipynb
29 - Intro to pyAgrum - (Causal) Bayesian Networks.ipynb		29 - Intro to pyAgrum - (Causal) Bayesian Networks.ipynb
LICENSE		LICENSE
README.md		README.md
add_dataviz.ipynb		add_dataviz.ipynb
causal-ts-env.yml		causal-ts-env.yml
causal_book_py38_dw09.yml		causal_book_py38_dw09.yml
causal_model.png		causal_model.png
causalml-py38.yml		causalml-py38.yml
econml-dowhy-py38.yml		econml-dowhy-py38.yml

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