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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

14 4 Updated Feb 27, 2020

A data index for learning causality.

485 72 Updated Oct 25, 2023

An index of algorithms for learning causality with data

3,244 473 Updated Jan 22, 2025

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

Jupyter Notebook 3,294 1,837 Updated May 22, 2023

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

Python 82 33 Updated Jan 19, 2026

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

Jupyter Notebook 2,705 624 Updated Dec 30, 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 169 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 7,955 1,004 Updated Feb 13, 2026

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

Jupyter Notebook 1,338 407 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 17,481 4,651 Updated Jan 9, 2026

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

Python 4,519 1,123 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 3,178 641 Updated Mar 20, 2024

Open Machine Learning Course

Python 10,440 5,719 Updated Jan 24, 2026

Examples of algorithms dealing with imbalanced data.

Jupyter Notebook 8 8 Updated Dec 8, 2022

Python code for common Machine Learning Algorithms

Jupyter Notebook 4,556 4,798 Updated Jun 5, 2025

📖 [译] scikit-learn(sklearn) 中文文档

CSS 5,234 1,469 Updated Jul 21, 2023

Python - 100天从新手到大师

Jupyter Notebook 178,643 55,399 Updated Feb 12, 2026

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】

4,643 1,191 Updated Dec 15, 2024

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

Python 33,196 4,638 Updated Nov 27, 2025

Open source annotation tool for machine learning practitioners.

Python 10,540 1,829 Updated Feb 11, 2026

Small scripts to make life easier.

Jupyter Notebook 2 1 Updated Feb 11, 2026

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。

2,343 694 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 1,029 188 Updated Feb 4, 2026

pandas中文教程

Jupyter Notebook 5,078 1,938 Updated Apr 24, 2024

📔 A package for converting and rendering markdown documents in TeX

TeX 364 33 Updated Feb 9, 2026

📖 A bookdown wrapper for ElegantBook

RMarkdown 142 24 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 4,664 1,628 Updated May 8, 2018
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