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The Top 23 Machine Learning Causal Inference Open Source Projects

Open source projects categorized as Machine Learning Causal Inference
Categories > Causal Inference
Categories > Machine Learning > Machine Learning
Dowhy ⭐ 6,656
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 22 days agopypi dowhy} Downloads
Causalml ⭐ 4,542
Uplift modeling and causal inference with machine learning algorithms
dependent packages 1total releases 22most recent commit 3 months agopypi causalml} Downloads
Rath ⭐ 3,717
Next generation of automated data exploratory analysis and visualization platform.
most recent commit 3 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 13 days agopypi econml} Downloads
Causalnex ⭐ 2,109
A Python library that helps data scientists to infer causation rather than observing correlation.
most recent commit 2 months ago
Grf ⭐ 923
Generalized Random Forests
dependent packages 12total releases 22most recent commit a month 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
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 Ml ⭐ 376
Must-read papers and resources related to causal inference and machine (deep) learning
most recent commit a year ago
Doubleml For Py ⭐ 365
DoubleML - Double Machine Learning in Python
total releases 17most recent commit 3 months 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
Lingam ⭐ 312
Python package for causal discovery based on LiNGAM.
total releases 22most recent commit 3 months ago
Auton Survival ⭐ 271
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
total releases 6most recent commit 5 months ago
Looper ⭐ 201
A resource list for causality in statistics, data science and physics
most recent commit 4 months ago
Awesome Causal Inference ⭐ 169
A (concise) curated list of awesome Causal Inference resources.
most recent commit 2 years ago
Kdd2021 Tutorial ⭐ 126
EconML/CausalML KDD 2021 Tutorial
most recent commit a year ago
Awesome Graph Causal Learning ⭐ 108
A list of Graph Causal Learning materials.
most recent commit 8 months ago
Doubleml For R ⭐ 88
DoubleML - Double Machine Learning in R
total releases 12most recent commit 10 months ago
Perfect_match ⭐ 75
➕➕ Perfect Match is a simple method for learning representations for counterfactual inference with neural networks.
most recent commit 3 years ago
Causeinfer ⭐ 54
Machine learning based causal inference/uplift in Python
total releases 35most recent commit 5 months ago
Tlverse Handbook ⭐ 51
🎯 📕 Targeted Learning in R: A Causal Data Science Handbook
most recent commit 9 months ago
Dame Flame Python Package ⭐ 48
A Python Package providing two algorithms, DAME and FLAME, for fast and interpretable treatment-control matches of categorical data
total releases 8most recent commit 4 months ago
The 7 Most Depended On Machine Learning Causal Inference Open Source Projects
Grf ⭐ 923
Generalized Random Forests
dependent packages 12total releases 22latest release October 01, 2023most recent commit a month ago
Causalml ⭐ 4,542
Uplift modeling and causal inference with machine learning algorithms
dependent packages 1total releases 22latest release August 28, 2023most recent commit 3 months agopypi causalml} Downloads
Rforestry ⭐ 29
dependent packages 1total releases 10latest release March 25, 2023most recent commit 8 months ago
Haldensify ⭐ 11
:package: R/haldensify: Highly Adaptive Lasso Conditional Density Estimation
dependent packages 1total releases 3latest release October 08, 2021most recent commit 2 years ago
The 10 Latest Releases In Machine Learning Causal Inference Open Source Projects
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
Lingam ⭐ 312
Python package for causal discovery based on LiNGAM.
total releases 22latest release October 07, 2023most recent commit 3 months ago
Grf ⭐ 923
Generalized Random Forests
dependent packages 12total releases 22latest release October 01, 2023most recent commit a month ago
Doubleml For Py ⭐ 365
DoubleML - Double Machine Learning in Python
total releases 17latest release September 18, 2023most recent commit 3 months ago
Causalml ⭐ 4,542
Uplift modeling and causal inference with machine learning algorithms
dependent packages 1total releases 22latest release August 28, 2023most recent commit 3 months agopypi causalml} Downloads
Doubleml For R ⭐ 88
DoubleML - Double Machine Learning in R
total releases 12latest release March 31, 2023most recent commit 10 months ago
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