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The Top 23 Causality Open Source Projects

Open source projects categorized as Causality
Categories > Causality
Dowhy ⭐ 6,730
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 7total releases 14most recent commit a day agopypi dowhy} Downloads
Rath ⭐ 3,717
Next generation of automated data exploratory analysis and visualization platform.
most recent commit 4 months ago
Econml ⭐ 3,522
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 of
dependent packages 4total releases 31most recent commit 19 days agopypi econml} Downloads
Awesome Causality Algorithms ⭐ 2,558
An index of algorithms for learning causality with data
most recent commit 9 months ago
Pgmpy ⭐ 2,551
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 26total releases 24most recent commit 3 months agopypi pgmpy} Downloads
Python Causality Handbook ⭐ 2,265
Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.
most recent commit 3 months ago
Eliot ⭐ 1,074
Eliot: the logging system that tells you *why* it happened
dependent packages 20total releases 27most recent commit 2 months agopypi eliot} Downloads
Generalization Causality ⭐ 993
关于domain generalization，domain adaptation，causality，robutness，prompt，optimization model各式各样研究的阅读笔记
most recent commit 4 months ago
Causal Learn ⭐ 958
Causal Discovery in Python. Translation and extension of the Tetrad Java code.
dependent packages 5total releases 22most recent commit a month agopypi causal-learn} Downloads
Causal_inference_python_code ⭐ 898
Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins
most recent commit 2 years ago
Causaldiscoverytoolbox ⭐ 804
Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.
dependent packages 2total releases 37most recent commit 2 years agopypi cdt} Downloads
Causal Text Papers ⭐ 675
Curated research at the intersection of causal inference and natural language processing.
most recent commit 6 months ago
Causalml ⭐ 665
The open source repository for the Causal Modeling in Machine Learning Workshop at Altdeep.ai @ www.altdeep.ai/courses/causalML
most recent commit 5 months ago
Causallib ⭐ 653
A Python package for modular causal inference analysis and model evaluations
total releases 15most recent commit 6 months ago
Scikit Uplift ⭐ 572
❗ uplift modeling in scikit-learn style in python 🐍
total releases 14most recent commit a year ago
Causal_reading_group ⭐ 361
We will keep updating the paper list about machine learning + causal theory. We also internally discuss related papers between NExT++ (NUS) and LDS (USTC) by week.
most recent commit 2 years ago
Pyphi ⭐ 345
A toolbox for integrated information theory.
dependent packages 2total releases 24most recent commit 4 months agopypi pyphi} Downloads
Ylearn ⭐ 344
YLearn, a pun of "learn why", is a python package for causal inference
total releases 13most recent commit 5 months ago
Causal Inference With Python ⭐ 328
Causal Inference for The Brave and True 책의 한국어 번역 자료입니다.
most recent commit 3 months ago
Lingam ⭐ 312
Python package for causal discovery based on LiNGAM.
total releases 22most recent commit 3 months ago
Causallift ⭐ 310
CausalLift: Python package for causality-based Uplift Modeling in real-world business
total releases 10most recent commit a year ago
Awesome Trustworthy Deep Learning ⭐ 254
A curated list of trustworthy deep learning papers. Daily updating...
most recent commit 3 months ago
Looper ⭐ 201
A resource list for causality in statistics, data science and physics
most recent commit 4 months ago
The 8 Most Depended On Causality Open Source Projects
Pgmpy ⭐ 2,551
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 26total releases 24latest release October 16, 2023most recent commit 3 months agopypi pgmpy} Downloads
Eliot ⭐ 1,074
Eliot: the logging system that tells you *why* it happened
dependent packages 20total releases 27latest release October 30, 2023most recent commit 2 months agopypi eliot} Downloads
Causal Learn ⭐ 958
Causal Discovery in Python. Translation and extension of the Tetrad Java code.
dependent packages 5total releases 22latest release November 02, 2023most recent commit a month agopypi causal-learn} Downloads
Deep_causality ⭐ 106
Hyper-geometric computational causality library for Rust
dependent packages 3total releases 9latest release September 19, 2023most recent commit 3 months agocargo deep_causality_macros} Downloads
Pyphi ⭐ 345
A toolbox for integrated information theory.
dependent packages 2total releases 24latest release June 22, 2019most recent commit 4 months agopypi pyphi} Downloads
The 10 Latest Releases In Causality Open Source Projects
Causal Learn ⭐ 958
Causal Discovery in Python. Translation and extension of the Tetrad Java code.
dependent packages 5total releases 22latest release November 02, 2023most recent commit a month agopypi causal-learn} Downloads
Eliot ⭐ 1,074
Eliot: the logging system that tells you *why* it happened
dependent packages 20total releases 27latest release October 30, 2023most recent commit 2 months agopypi eliot} Downloads
Causallib ⭐ 653
A Python package for modular causal inference analysis and model evaluations
total releases 15latest release October 25, 2023most recent commit 6 months ago
Avici ⭐ 38
Amortized Inference for Causal Structure Learning, NeurIPS 2022
total releases 5latest release October 23, 2023most recent commit 6 months ago
Pgmpy ⭐ 2,551
Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.
dependent packages 26total releases 24latest release October 16, 2023most recent commit 3 months agopypi pgmpy} Downloads
Lingam ⭐ 312
Python package for causal discovery based on LiNGAM.
total releases 22latest release October 07, 2023most recent commit 3 months ago
Nonlincausality ⭐ 20
Python package for Granger causality test with nonlinear forecasting methods.
total releases 14latest release September 30, 2023most recent commit 2 years ago
Deep_causality ⭐ 106
Hyper-geometric computational causality library for Rust
dependent packages 3total releases 9latest release September 19, 2023most recent commit 3 months agocargo deep_causality_macros} Downloads
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