PyWhy

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14 repositories

EconML
Public
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal …
machine-learning econometrics causality causal-inference treatment-effects economics
Jupyter Notebook
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Other
•726•3.9k•353•23•Updated Jan 11, 2025Jan 11, 2025
causal-learn
Public
Causal Discovery in Python. It also includes (conditional) independence tests and score functions.
python statistics time-series graph structure independence-tests causality causal-inference causal tetrad
Python
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MIT License
•201•1.2k•47•3•Updated Jan 10, 2025Jan 10, 2025
pywhy-graphs
Public
[Experimental] Causal graphs that are networkx-compliant for the py-why ecosystem.
graphs networkx causality python
Python
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MIT License
•8•49•19•5•Updated Jan 10, 2025Jan 10, 2025
dodiscover
Public
[Experimental] Global causal discovery algorithms
graphs causality causal-inference structure-learning python
Python
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MIT License
•18•95•52•7•Updated Jan 6, 2025Jan 6, 2025
dowhy
Public
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.
data-science machine-learning python3 graphical-models causality bayesian-networks causal-inference treatment-effects causal-models do-calculus
Python
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MIT License
•938•7.2k•133•4•Updated Jan 6, 2025Jan 6, 2025
pywhy-stats
Public
Python package for (conditional) independence testing and statistical functions related to causality.
python statistics independence-testing conditional-independence-test
Python
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MIT License
•4•25•6•3•Updated Jan 1, 2025Jan 1, 2025
causaltune
Public
AutoML for causal inference.
Jupyter Notebook
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Apache License 2.0
•31•210•21•2•Updated Dec 18, 2024Dec 18, 2024
pywhy-llm
Public
Experimental library integrating LLM capabilities to support causal analyses
Jupyter Notebook
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MIT License
•17•96•7•2•Updated Sep 12, 2024Sep 12, 2024
py-why.github.io
Public
Contains the code for https://py-why.github.io/
jekyll markdown documentation
HTML
•8•8•1•0•Updated Sep 5, 2024Sep 5, 2024
.github
Public
0•0•0•0•Updated Jan 2, 2024Jan 2, 2024
governance
Public
This repository describes the governance model for the PyWhy org
3•2•0•0•Updated Mar 30, 2023Mar 30, 2023
dowhy-example-notebooks-deps-dockerfile
Public
Dockerfile
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MIT License
•1•1•0•0•Updated Oct 19, 2022Oct 19, 2022
graphs
Public
[Not used] Now, an open PR for mixed-edge graph support is open in networkx
Python
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MIT License
•1•2•1•0•Updated Aug 30, 2022Aug 30, 2022
pywhy-notes
Public
Keep track of discussions and meeting minutes.
2•6•0•0•Updated Jul 18, 2022Jul 18, 2022