causal-inference · 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 7.34 k

2 天前

uber / causalml

#计算机科学#Uplift modeling and causal inference with machine learning algorithms

翻译 - 利用机器学习算法进行提升建模和因果推理

incubation 机器学习 causal-inference uplift-modeling

Python 5.27 k

16 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-inference causality tableau-alternative

TypeScript 4.35 k

7 个月前

plasma-umass / coz

Coz: Causal Profiling

翻译 - Coz：因果分析

profiler optimization causal-inference performance-analysis performance-engineering

C 4.19 k

2 个月前

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 k

2 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

3.1 k

2 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 2.87 k

3 个月前

pgmpy / pgmpy

Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.

Python bayesian-networks causal-inference inference Simulation

Python 2.84 k

5 天前

mckinsey / causalnex

#计算机科学#A Python library that helps data scientists to infer causation rather than observing correlation.

翻译 - 一个Python图书馆，可帮助数据科学家推断因果关系，而不是观察相关性。

causal-inference causal-models causal-networks bayesian-networks bayesian-inference 机器学习数据科学 causalnex

Python 2.29 k

9 个月前

tangxyw / RecSysPapers

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.

calibration causal-inference cold-start contrastive-learning distillation fairness match papers recommendation-system reinforcement-learning multi-modal

Python 1.6 k

1 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 1.29 k

3 年前

py-why / causal-learn

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

翻译 - Tetrad Java 代码的 Python 翻译（和扩展）。

causal-inference causality Python graph structure time-series 统计

Python 1.29 k

7 天前

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 toolbox inference

Python 1.16 k

1 年前

grf-labs / grf

#计算机科学#Generalized Random Forests

causal-inference random-forest econometrics 机器学习统计

C++ 996

4 个月前

pymc-labs / CausalPy

A Python package for causal inference in quasi-experimental settings

causal-inference pymc

Python 954

9 天前

matteocourthoud / awesome-causal-inference

A curated list of causal inference libraries, resources, and applications.

Awesome Lists causal-inference

943

8 天前

brylevkirill / notes

#自然语言处理#Learn about Machine Learning and Artificial Intelligence

人工智能机器学习深度学习 reinforcement-learning bayesian-inference probabilistic-programming knowledge-representation reasoning causal-inference knowledge-graph question-answering 自然语言处理 information-retrieval recommender-systems

916

3 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 760

7 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 757

1 年前

xieliaing / CausalInferenceIntro

Causal Inference for the Brave and True的中文翻译版。全部代码基于Python，适用于计量经济学、量化社会学、策略评估等领域。英文版原作者：Matheus Facure

causal-inference econometrics

Jupyter Notebook 731

2 年前