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The Top 19 Machine Learning Causal Inference Causality Open Source Projects

Open source projects categorized as Machine Learning Causal Inference Causality
Categories > Causal Inference
Categories > Causality
Categories > Machine Learning > Machine Learning
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 3 days 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 20 days agopypi econml} Downloads
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_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 4 months ago
Looper ⭐ 201
A resource list for causality in statistics, data science and physics
most recent commit 5 months ago
Awesome Causal Inference ⭐ 169
A (concise) curated list of awesome Causal Inference resources.
most recent commit 2 years ago
Causeinfer ⭐ 54
Machine learning based causal inference/uplift in Python
total releases 35most recent commit 5 months ago
Openasce ⭐ 35
OpenASCE (Open All-Scale Casual Engine) is a Python package for end-to-end large-scale causal learning. It provides causal discovery, causal effect estimation and attribution algorithms all in one package.
most recent commit 4 months ago
Cfml_tools ⭐ 12
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
most recent commit 3 years ago
Unicorn ⭐ 10
A Framework for Reasoning about System Performance using Causal AI
most recent commit 2 years ago
Causai ⭐ 7
Causai is a Python package for Causality in Machine Learning. We provide state-of-the-art causal algorithms and ML into decision-making systems
most recent commit 3 years ago
Ctl ⭐ 7
A causal tree method for heterogeneous treatment effects in Python
most recent commit 5 years ago
Causality4rec_paperlist ⭐ 7
This repository collects recent top papers about causal inference for recommendation. We will keep updating the paper list weekly.
most recent commit 2 years ago
Graphical_model_learning ⭐ 5
Learning graphical models, with a focus on causal models and learning from interventional data.
most recent commit 2 years ago
Shapflex ⭐ 5
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
most recent commit 4 years ago
The 3 Most Depended On Machine Learning Causal Inference Causality Open Source Projects
The 7 Latest Releases In Machine Learning Causal Inference Causality 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 4 months ago
Causeinfer ⭐ 54
Machine learning based causal inference/uplift in Python
total releases 35latest release July 09, 2022most recent commit 5 months ago
Scikit Uplift ⭐ 572
:exclamation: uplift modeling in scikit-learn style in python :snake:
total releases 14latest release June 17, 2022most recent commit a year ago
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