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Heyang Gong's Projects

ateam icon ateam

A pyTorch Extension for Applied Mathematics

causal-learn icon causal-learn

Causal Discovery for Python. Translation and extension of the Tetrad Java code.

causalml-data icon causalml-data

Uplift modeling and causal inference with machine learning algorithms

colossalai icon colossalai

Making large AI models cheaper, faster and more accessible

cs231 icon cs231

This the learning process for Standford CS231

debug-upgrade icon debug-upgrade

It is the opportunity to upgrade my ability of using computer. It is the project of being a hack!

decisiontree icon decisiontree

《机器学习》周志华(西瓜书)的决策树,实现了决策树的构建、可视化及预测。

dl-4-tsc icon dl-4-tsc

Deep Learning for Time Series Classification

dowhy icon 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.

econml icon 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.

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

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