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The Top 23 Causal Inference Causality Open Source Projects

Open source projects categorized as Causal Inference Causality
Categories > Causal Inference
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 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 21 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
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 7 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
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 4 months ago
Causallift ⭐ 310
CausalLift: Python package for causality-based Uplift Modeling in real-world business
total releases 10most recent commit a year ago
Looper ⭐ 201
A resource list for causality in statistics, data science and physics
most recent commit 5 months ago
Cause ⭐ 185
Code for the Recsys 2018 paper entitled Causal Embeddings for Recommandation.
most recent commit 6 years ago
Awesome Causal Inference ⭐ 169
A (concise) curated list of awesome Causal Inference resources.
most recent commit 2 years ago
Dice ⭐ 130
The official implementation of "Disentangling User Interest and Conformity for Recommendation with Causal Embedding" (WWW '21)
most recent commit 6 months ago
Reccon ⭐ 128
This repository contains the dataset and the PyTorch implementations of the models from the paper Recognizing Emotion Cause in Conversations.
most recent commit a year ago
Causaldag ⭐ 95
Python package for the creation, manipulation, and learning of Causal DAGs
most recent commit 2 years ago
The 5 Most Depended On Causal Inference 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
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
The 10 Latest Releases In Causal Inference 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
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 4 months ago
Causalegm ⭐ 35
A General Causal Inference Framework by Encoding Generative Modeling
total releases 15latest release March 14, 2023most recent commit a year ago
Ylearn ⭐ 344
YLearn, a pun of "learn why", is a python package for causal inference
total releases 13latest release August 02, 2022most recent commit 5 months ago
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