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The Top 10 Causal Inference Open Source Projects
Open source projects categorized as Causal Inference
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Causal Inference
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py-why/dowhy
⭐
6,481
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.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
uber/causalml
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4,542
Uplift modeling and causal inference with machine learning algorithms
dependent packages
0
total releases
0
most recent commit
over 2 years ago
Kanaries/Rath
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3,717
Next generation of automated data exploratory analysis and visualization platform.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
plasma-umass/coz
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3,705
Coz: Causal Profiling
dependent packages
0
total releases
0
most recent commit
over 2 years ago
py-why/EconML
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3,400
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 inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work...
dependent packages
0
total releases
0
most recent commit
over 2 years ago
rguo12/awesome-causality-algorithms
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3,239
An index of algorithms for learning causality with data
dependent packages
0
total releases
0
most recent commit
over 1 year ago
pgmpy/pgmpy
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2,551
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
mckinsey/causalnex
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2,454
A Python library that helps data scientists to infer causation rather than observing correlation.
dependent packages
0
total releases
0
most recent commit
almost 2 years ago
matheusfacure/python-causality-handbook
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2,265
Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.
dependent packages
0
total releases
0
most recent commit
over 2 years ago
py-why/causal-learn
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1,577
Causal Discovery in Python. Learning causality from data.
dependent packages
0
total releases
0
most recent commit
3 months ago
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