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Top 7 treatment-effects open source projects

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

✭ 3,480

python machine-learning data-science graphical-models causality bayesian-networks causal-inference treatment-effects causal-models do-calculus causal-machine-learning

CIKM18-LCVA

Code for CIKM'18 paper, Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects.

✭ 13

python variational-inference causal-inference network-embedding treatment-effects variational-autoencoder

personalized

Methods for subgroup identification / personalized medicine / individualized treatment rules

✭ 23

r treatment-effects precision-medicine subgroup-identification heterogeneity-of-treatment-effect treatment-scoring personalized-medicine individualized-treatment-rules

causal-ml

Must-read papers and resources related to causal inference and machine (deep) learning

✭ 387

machine-learning deep-learning representation-learning causal-inference treatment-effects causal-models counterfactual randomized-controlled-trials paper-list heterogeneous-treatment-effects causal-discovery counterfactual-learning estimating-treatment-effects causal-learning

causeinfer

Machine learning based causal inference/uplift in Python

✭ 45

python Stata open-source data-science machine-learning statistics data-visualization dataset econometrics data-analysis ab-testing causality causal-inference treatment-effects uplift-modeling uplift

CATENets

Sklearn-style implementations of Neural Network-based Conditional Average Treatment Effect (CATE) Estimators.

✭ 60

python r treatment-effects cate

cfml tools

My collection of causal inference algorithms built on top of accessible, simple, out-of-the-box ML methods, aimed at being explainable and useful in the business context

✭ 24

python Makefile data-science machine-learning statistics causality causal-inference treatment-effects uplift-modeling

1-7 of 7 treatment-effects projects