Liang Xie's repositories

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

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SAS

This is the collection of my own SAS utility macros/ sample code over my past 10 years of SAS programming and analysis experience from 2004 to 2014.

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Data_Science_Industrial_Practice

《数据科学工程实践》一书的Jupyter Notebook库,以及交流园地。

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keras-practice

Everything I practice about keras for deep learning

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interpret

Fit interpretable models. Explain blackbox machine learning.

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data-science-interviews

Data science interview questions and answers

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dowhy

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.

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lifelines

Survival analysis in Python

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models

Premade models for SQLFlow

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Prompt-Engineering-Guide

:octopus: Guides, papers, lecture, and resources for prompt engineering

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statsmodels

Statsmodels: statistical modeling and econometrics in Python

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xieliaing

Config files for my GitHub profile.

anomaly-detection-resources

Anomaly detection related books, papers, videos, and toolboxes

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semantic-kernel-xl

Integrate cutting-edge LLM technology quickly and easily into your apps

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Awesome-LLM

Awesome-LLM: a curated list of Large Language Model

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cuml

cuML - RAPIDS Machine Learning Library

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framework

Machine learning, computer vision, statistics and general scientific computing for .NET. I am working on TimeSeries library.

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keras

Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.

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keras-vis

Neural network visualization toolkit for keras

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langchain

⚡ Building applications with LLMs through composability ⚡

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lifetimes

Lifetime value in Python

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prednet

Code and models accompanying "Deep Predictive Coding Networks for Video Prediction and Unsupervised Learning"

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pwc

Papers with code. Sorted by stars. Updated weekly.

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scikit-learn

scikit-learn: machine learning in Python

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SparseSC

Fit Sparse Synthetic Control Models in Python

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xieliaing.github.io

Personal Blogs

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yfinance

Download market data from Yahoo! Finance's API

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zipline

Zipline, a Pythonic Algorithmic Trading Library

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