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The Top 23 Causal Inference Open Source Projects

Open source projects categorized as Causal Inference
Categories > Causal Inference
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 2 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 4 months ago
Coz ⭐ 3,705
Coz: Causal Profiling
dependent packages 6total releases 4most recent commit 3 months agocargo coz} Downloads
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
Causalnex ⭐ 2,109
A Python library that helps data scientists to infer causation rather than observing correlation.
most recent commit 2 months ago
Causalimpact ⭐ 1,484
An R package for causal inference in time series
dependent packages 2total releases 9most recent commit a year 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
Grf ⭐ 929
Generalized Random Forests
dependent packages 12total releases 22most recent commit a month ago
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
Recsyspapers ⭐ 801
推荐/广告/搜索领域工业界经典以及最前沿论文集合。A collection of industry classics and cutting-edge papers in the field of recommendation/advertising/search.
most recent commit 4 months ago
Causalpy ⭐ 690
A Python package for causal inference in quasi-experimental settings
total releases 19most recent commit 4 months ago
Causal Text Papers ⭐ 675
Curated research at the intersection of causal inference and natural language processing.
most recent commit 6 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
Awesome Causal Inference ⭐ 566
A curated list of causal inference libraries, resources, and applications.
most recent commit 3 months ago
Tfcausalimpact ⭐ 453
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
dependent packages 2total releases 23most recent commit 5 months agopypi tfcausalimpact} Downloads
Ggdag ⭐ 424
↙️ ↘️ An R package for working with causal directed acyclic graphs (DAGs)
dependent packages 8total releases 12most recent commit a month ago
Rethinking Numpyro ⭐ 385
Statistical Rethinking (2nd ed.) with NumPyro
most recent commit 10 months ago
The 10 Most Depended On Causal Inference 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
Grf ⭐ 929
Generalized Random Forests
dependent packages 12total releases 22latest release October 01, 2023most recent commit a month ago
Ggdag ⭐ 424
:arrow_lower_left: :arrow_lower_right: An R package for working with causal directed acyclic graphs (DAGs)
dependent packages 8total releases 12latest release May 28, 2023most recent commit a month ago
Cobalt ⭐ 65
Covariate Balance Tables and Plots - An R package for assessing covariate balance
dependent packages 8total releases 38latest release November 20, 2023most recent commit 3 months ago
Weightit ⭐ 89
WeightIt: an R package for propensity score weighting
dependent packages 6total releases 22latest release May 23, 2023most recent commit 3 months ago
Coz ⭐ 3,705
Coz: Causal Profiling
dependent packages 6total releases 4latest release May 05, 2020most recent commit 3 months agocargo coz} 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
Causalgraphicalmodels ⭐ 95
Causal Graphical Models in Python
dependent packages 3total releases 2latest release September 03, 2018most recent commit 6 years agopypi causalgraphicalmodels} Downloads
The 10 Latest Releases In Causal Inference Open Source Projects
Dibs ⭐ 37
DiBS: Differentiable Bayesian Structure Learning, NeurIPS 2021
total releases 10latest release November 27, 2023most recent commit 5 months ago
Tfcausalimpact ⭐ 453
Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.
dependent packages 2total releases 23latest release November 25, 2023most recent commit 5 months agopypi tfcausalimpact} Downloads
Cobalt ⭐ 65
Covariate Balance Tables and Plots - An R package for assessing covariate balance
dependent packages 8total releases 38latest release November 20, 2023most recent commit 3 months ago
Timeawarepc ⭐ 8
A python package for finding causal functional connectivity from neural time series observations.
total releases 8latest release November 14, 2023most recent commit 4 months ago
Causalpy ⭐ 690
A Python package for causal inference in quasi-experimental settings
total releases 19latest release November 09, 2023most recent commit 4 months ago
Y0 ⭐ 36
❓y0 (pronounced "why not?") is for causal inference in Python
dependent packages 1total releases 10latest release November 05, 2023most recent commit 3 months agopypi y0} Downloads
Pysyncon ⭐ 22
A python module for the synthetic control method
total releases 5latest release November 05, 2023most recent commit 3 months ago
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
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