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LightGBM, Light Gradient Boosting Machine
=========================================
[![Build Status](https://travis-ci.org/Microsoft/LightGBM.svg?branch=master)](https://travis-ci.org/Microsoft/LightGBM)
[![Windows Build status](https://ci.appveyor.com/api/projects/status/1ys5ot401m0fep6l/branch/master?svg=true)](https://ci.appveyor.com/project/guolinke/lightgbm/branch/master)
[![Documentation Status](https://readthedocs.org/projects/lightgbm/badge/?version=latest)](http://lightgbm.readthedocs.io/)
[![PyPI version](https://badge.fury.io/py/lightgbm.svg)](https://badge.fury.io/py/lightgbm)
|| Linux           | Windows           | macOS           |
|-----|----------------|----------------|----------------|
|CPU| [![CPU][1]][5] | [![CPU][4]][6] | [![CPU][7]][5] |
|GPU| [![GPU][2]][5] | [![CPU][4]][6] | |
|Pip| [![Pip][3]][5] | [![CPU][4]][6] | [![Pip][8]][5] |
[1]: https://travis-matrix-badges.herokuapp.com/repos/Microsoft/LightGBM/branches/master/1
[2]: https://travis-matrix-badges.herokuapp.com/repos/Microsoft/LightGBM/branches/master/3
[3]: https://travis-matrix-badges.herokuapp.com/repos/Microsoft/LightGBM/branches/master/4
[4]: https://ci.appveyor.com/api/projects/status/1ys5ot401m0fep6l/branch/master?svg=true
[5]: https://travis-ci.org/Microsoft/LightGBM
[6]: https://ci.appveyor.com/project/guolinke/lightgbm/branch/master
[7]: https://travis-matrix-badges.herokuapp.com/repos/Microsoft/LightGBM/branches/master/7
[8]: https://travis-matrix-badges.herokuapp.com/repos/Microsoft/LightGBM/branches/master/9
LightGBM is a gradient boosting framework that uses tree based learning algorithms. It is designed to be distributed and efficient with the following advantages:
- Faster training speed and higher efficiency