MLBox

MLBox is a powerful Automated Machine Learning python library.

Github stars Tracking Chart

.. image:: docs/logos/logo.png, Documentation Status, PyPI version, Build Status, GitHub Issues, codecov, License, Downloads, Python Versions, -----------------------

MLBox is a powerful Automated Machine Learning python library. It provides the following features:

  • Fast reading and distributed data preprocessing/cleaning/formatting
  • Highly robust feature selection and leak detection
  • Accurate hyper-parameter optimization in high-dimensional space
  • State-of-the art predictive models for classification and regression (Deep Learning, Stacking, LightGBM,...)
  • Prediction with models interpretation

For more details, please refer to the official documentation <https://mlbox.readthedocs.io/en/latest/>__


How to Contribute

MLBox has been developed and used by many active community members. Your help is very valuable to make it better for everyone.

  • Check out call for contributions <https://github.com/AxeldeRomblay/MLBox/labels/call-for-contributions>__ to see what can be improved, or open an issue if you want something.
  • Contribute to the tests <https://github.com/AxeldeRomblay/MLBox/tree/master/tests>__ to make it more reliable.
  • Contribute to the documents <https://github.com/AxeldeRomblay/MLBox/tree/master/docs>__ to make it clearer for everyone.
  • Contribute to the examples <https://github.com/AxeldeRomblay/MLBox/tree/master/examples>__ to share your experience with other users.
  • Open issue <https://github.com/AxeldeRomblay/MLBox/issues>__ if you met problems during development.

For more details, please refer to CONTRIBUTING <https://github.com/AxeldeRomblay/MLBox/blob/master/docs/contributing.rst>__.

.., Documentation Status, image:: https://readthedocs.org/projects/mlbox/badge/?version=latest
:target: https://mlbox.readthedocs.io/en/latest/
.., PyPI version, image:: https://badge.fury.io/py/mlbox.svg
:target: https://pypi.python.org/pypi/mlbox
.., Build Status, image:: https://travis-ci.org/AxeldeRomblay/MLBox.svg?branch=master
:target: https://travis-ci.org/AxeldeRomblay/MLBox
.., GitHub Issues, image:: https://img.shields.io/github/issues/AxeldeRomblay/MLBox.svg
:target: https://github.com/AxeldeRomblay/MLBox/issues
.., codecov, image:: https://codecov.io/gh/AxeldeRomblay/MLBox/branch/master/graph/badge.svg
:target: https://codecov.io/gh/AxeldeRomblay/MLBox
.., License, image:: https://img.shields.io/badge/License-BSD%203--Clause-blue.svg
:target: https://github.com/AxeldeRomblay/MLBox/blob/master/LICENSE
.., Downloads, image:: https://pepy.tech/badge/mlbox
:target: https://pepy.tech/project/mlbox
.., Python Versions, image:: https://img.shields.io/pypi/pyversions/mlbox.svg
:target: https://pypi.org/project/mlbox

Main metrics

Overview
Name With OwnerAxeldeRomblay/MLBox
Primary LanguagePython
Program languageMakefile (Language Count: 2)
Platform
License:Other
所有者活动
Created At2017-06-01 16:59:24
Pushed At2023-08-06 18:20:04
Last Commit At2020-08-25 11:26:27
Release Count7
Last Release Namev0.8.1 (Posted on )
First Release Namev0.2.2 (Posted on )
用户参与
Stargazers Count1.5k
Watchers Count64
Fork Count274
Commits Count1.1k
Has Issues Enabled
Issues Count97
Issue Open Count22
Pull Requests Count25
Pull Requests Open Count6
Pull Requests Close Count20
项目设置
Has Wiki Enabled
Is Archived
Is Fork
Is Locked
Is Mirror
Is Private