keithyin

kethyin's starred repositories

Counterfactual-Recurrent-Network

Code for ICLR 2020 paper: "Estimating counterfactual treatment outcomes over time through adversarially balanced representations" by I. Bica, A. M. Alaa, J. Jordon, M. van der Schaar

Language:PythonMIT5200

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.

Language:PythonMIT691200

EconML

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 Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

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LetsGo_2

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project-based-learning

Curated list of project-based tutorials

MIT18382500

books

Technical books and blogs

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dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

Language:PythonApache-2.01323000

tauri

Build smaller, faster, and more secure desktop applications with a web frontend.

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doubleml-for-py

DoubleML - Double Machine Learning in Python

Language:PythonBSD-3-Clause44800

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

Language:Jupyter NotebookMIT53300

PDF

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dmLabx.github.io

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stopwords

中文常用停用词表（哈工大停用词表、百度停用词表等）

450500

rust-course

“连续六年成为全世界最受喜爱的语言，无 GC 也无需手动内存管理、极高的性能和安全性、过程/OO/函数式编程、优秀的包管理、JS 未来基石" — 工作之余的第二语言来试试 Rust 吧。<<Rust语言圣经>>拥有全面且深入的讲解、生动贴切的示例、德芙般丝滑的内容，甚至还有JS程序员关注的 WASM 和 Deno 等专题。这可能是目前最用心的 Rust 中文学习教程 / Book

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