LightGBM/docs/index.rst

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.. image:: ./logo/LightGBM_logo_black_text.svg
:align: center
:width: 600
:alt: Light Gradient Boosting Machine logo.
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Welcome to LightGBM's documentation!
====================================
**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.
- Lower memory usage.
- Better accuracy.
- Support of parallel, distributed, and GPU learning.
- Capable of handling large-scale data.
For more details, please refer to `Features <./Features.rst>`__.
.. toctree::
:maxdepth: 1
:caption: Contents:
Installation Guide <Installation-Guide>
Quick Start <Quick-Start>
Python Quick Start <Python-Intro>
Features <Features>
Experiments <Experiments>
Parameters <Parameters>
Parameters Tuning <Parameters-Tuning>
C API <C-API>
Python API <Python-API>
R API <https://lightgbm.readthedocs.io/en/latest/R/reference/>
Distributed Learning Guide <Parallel-Learning-Guide>
GPU Tutorial <GPU-Tutorial>
Advanced Topics <Advanced-Topics>
FAQ <FAQ>
Development Guide <Development-Guide>
.. toctree::
:hidden:
GPU-Performance
GPU-Targets
GPU-Windows
gcc-Tips
README
Indices and Tables
==================
* :ref:`genindex`