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Haoxue's Projects

centernet-keras icon centernet-keras

这是一个centernet-keras的源码,可以用于训练自己的模型。

doubleml icon doubleml

DoubleML - Double Machine Learning in R

eth-zurich-sparse-learning-material icon eth-zurich-sparse-learning-material

the slides for course sparse learning in ETH zurich, the textbook is Statistical Learning with Sparsity The Lasso and Generalizations by Standford University

figs icon figs

Fast Interpretable Greedy-Tree Sums

groot icon groot

[ICML 2021] A fast algorithm for fitting robust decision trees. http://proceedings.mlr.press/v139/vos21a.html

hstree icon hstree

Hierarchical Shrinkage: improving the accuracy and interpretability of tree-based methods

imodels icon imodels

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

lightdml icon lightdml

A light version of double machine learning with instrumental variable

pandas icon pandas

Data & Code for my video on the Pandas library of Python

qlib icon qlib

Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, market dynamics modeling, and RL.

quant-strat icon quant-strat

I developed a pair trading-based strategy, where I used unsupervised learning to identify correlated stocks and employs supervised methods like Linear Regression to analyze and execute trades, aiming to minimize risks and maximize returns. The trading execution is based on the z-score, which is (spread)/(standard deviation of spread)

scikit-plot icon scikit-plot

An intuitive library to add plotting functionality to scikit-learn objects.

splitknockoff icon splitknockoff

data adaptive variable selection framework for controlling the (directional) false discovery rate (FDR) in structural sparsity

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