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温柔正确的人总是难以生存,因为这世界既不温柔,也不正确。
温柔正确的人总是难以生存,因为这世界既不温柔,也不正确。

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Use regression, inverse probability weighting, and matching to close confounding backdoors and find causation in observational data

13 4 Updated Feb 27, 2020

A data index for learning causality.

466 67 Updated Oct 25, 2023

An index of algorithms for learning causality with data

3,134 468 Updated Jan 22, 2025

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Jupyter Notebook 3,212 1,822 Updated May 22, 2023

Framework for the simulation and estimation of some finite-horizon discrete choice dynamic programming models.

Python 77 32 Updated Mar 31, 2025

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

Jupyter Notebook 2,559 611 Updated Apr 29, 2025

This package can be used for dominance analysis or Shapley Value Regression for finding relative importance of predictors on given dataset. This library can be used for key driver analysis or margi…

Python 160 59 Updated Aug 17, 2023

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 graphic…

Python 7,463 956 Updated Apr 24, 2025

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

Jupyter Notebook 1,306 394 Updated Jan 8, 2022

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

Jupyter Notebook 16,718 4,612 Updated Jun 21, 2022

Demo desktop apps built with Python & Qt. With examples for PyQt6, PySide6, PyQt5 & PySide2

Python 4,356 1,122 Updated Apr 1, 2025

Convert CAJ (China Academic Journals) files to PDF. 转换中国知网 CAJ 格式文献为 PDF。佛系转换,成功与否,皆是玄学。

Python 3,091 636 Updated Mar 20, 2024

Open Machine Learning Course

Python 10,029 5,695 Updated May 5, 2025

Examples of algorithms dealing with imbalanced data.

Jupyter Notebook 8 8 Updated Dec 8, 2022

Python code for common Machine Learning Algorithms

Jupyter Notebook 4,432 4,819 Updated Mar 10, 2024

📖 [译] scikit-learn(sklearn) 中文文档

CSS 5,179 1,471 Updated Jul 21, 2023

Python - 100天从新手到大师

Jupyter Notebook 166,237 53,763 Updated Mar 28, 2025

一份超级详细的Java面试题【大厂面试真题+Java学习指南+工作总结】

4,438 1,150 Updated Dec 15, 2024

💫 Industrial-strength Natural Language Processing (NLP) in Python

Python 31,534 4,504 Updated Apr 11, 2025

Open source annotation tool for machine learning practitioners.

Python 9,968 1,779 Updated Nov 22, 2024

Small scripts to make life easier.

Python 2 Updated Apr 19, 2025

利用Scrapy对大众点评进行数据采集

JavaScript 3 1 Updated Jul 8, 2020

主要展示Datawhale的组队学习计划。

2,258 695 Updated Jan 8, 2023

Recreation of the "Optimal Replacement of GMC Bus Engines" paper by J. Rust, describing a single-agent dynamic optimization model.

Jupyter Notebook 46 51 Updated Oct 6, 2017

🥑🍅🌿🧂🧂🍋❇️🥑

1 Updated May 25, 2020

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.

Python 984 185 Updated May 6, 2025

pandas中文教程

Jupyter Notebook 4,846 1,911 Updated Apr 24, 2024

📔 A package for converting and rendering markdown documents in TeX

TeX 347 32 Updated May 7, 2025

📖 A bookdown wrapper for ElegantBook

RMarkdown 139 25 Updated Dec 26, 2022

利用Python进行数据分析 第二版 (2017) 中文翻译笔记

Jupyter Notebook 4,629 1,641 Updated May 8, 2018
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