causality · GitHub Topics

#计算机科学#DoWhy是微软开发的一个用于因果推断的Python库，旨在引发因果关系思考和分析

causal-inference 机器学习 graphical-models bayesian-networks 数据科学 Python causality causal-models treatment-effects do-calculus

Python 7.53 k

5 天前

Kanaries / Rath

#计算机科学#Next generation of automated data exploratory analysis and visualization platform.

datamining 可视化 automated-visualization data-exploration eda 机器学习 automated-data-analysis 数据可视化数据分析 tableau causal-discovery causal-inference causality tableau-alternative

TypeScript 4.44 k

6 天前

py-why / EconML

#计算机科学#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 goal...

机器学习 economics causal-inference causality econometrics treatment-effects

Jupyter Notebook 4.16 k

3 天前

rguo12 / awesome-causality-algorithms

An index of algorithms for learning causality with data

causality causal-inference baselines Awesome Lists learning-to-rank recommender-system

3.15 k

5 个月前

matheusfacure / python-causality-handbook

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and causality.

causal-inference Python causality 数据科学 econometrics

Jupyter Notebook 2.97 k

6 个月前

HCPLab-SYSU / Embodied_AI_Paper_List

[Embodied-AI-Survey-2025] Paper List and Resource Repository for Embodied AI

embodied-ai agent causality interaction reasoning Robotics manipulation survey navigation

1.52 k

12 天前

py-why / causal-learn

#时序数据库#Causal Discovery in Python. It also includes (conditional) independence tests and score functions.

causal-discovery causal-inference causality Python graph structure time-series 统计

Python 1.38 k

2 个月前

jrfiedler / causal_inference_python_code

Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins

causality causal-inference 数据科学 Python

Jupyter Notebook 1.31 k

3 年前

yfzhang114 / Generalization-Causality

#计算机科学#关于domain generalization，domain adaptation，causality，robutness，prompt，optimization，generative model各式各样研究的阅读笔记

机器学习深度学习 causality optimization robustness adaptation generative-model

1.22 k

2 年前

FenTechSolutions / CausalDiscoveryToolbox

#算法刷题#Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

causal-inference graph causality causal-models 算法机器学习 Python causal-discovery toolbox inference

Python 1.18 k

1 年前

itamarst / eliot

Eliot: the logging system that tells you *why* it happened

Python Logging logging-library tracing causality twisted elasticsearch asyncio scientific-computing dask NumPy

Python 1.15 k

4 个月前

huawei-noah / trustworthyAI

#计算机科学#Trustworthy AI related projects

causal-discovery causal-inference causality 机器学习 Python 统计 structure graph

Python 1.05 k

14 天前

causaltext / causal-text-papers

#自然语言处理#Curated research at the intersection of causal inference and natural language processing.

causality 自然语言处理

798

1 年前

BiomedSciAI / causallib

#计算机科学#A Python package for modular causal inference analysis and model evaluations

causal-inference causal-models causality 数据科学机器学习

Python 780

2 个月前

maks-sh / scikit-uplift

#计算机科学#❗ uplift modeling in scikit-learn style in python 🐍

uplift-modeling causal-inference 机器学习 causality

Python 771

2 年前

altdeep / causalML

#计算机科学#The open source repository for the Causal Modeling in Machine Learning Workshop at Altdeep.ai @ www.altdeep.ai/courses/causalML

causality 机器学习

Jupyter Notebook 763

1 年前

fulifeng / Causal_Reading_Group

#计算机科学#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.

causal-inference 机器学习 causality recommender-system 深度学习

517

2 年前