scikit-learn/scikit-learn


scikit-learn: machine learning in Python

https://scikit-learn.org

License: Other

Language: Python

Keywords: data-analysis, data-science, machine-learning, python, statistics


Azure Travis Codecov CircleCI Python35 PyPi DOI

scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and is distributed under the 3-Clause BSD license.

The project was started in 2007 by David Cournapeau as a Google Summer of Code project, and since then many volunteers have contributed. See the About us page for a list of core contributors.

It is currently maintained by a team of volunteers.

Website: http://scikit-learn.org

Installation

Dependencies

scikit-learn requires:

  • Python (>= 3.5)
  • NumPy (>= 1.11.0)
  • SciPy (>= 0.17.0)
  • joblib (>= 0.11)

Scikit-learn 0.20 was the last version to support Python 2.7 and Python 3.4. scikit-learn 0.21 and later require Python 3.5 or newer.

Scikit-learn plotting capabilities (i.e., functions start with "plot_") require Matplotlib (>= 1.5.1). For running the examples Matplotlib >= 1.5.1 is required. A few examples require scikit-image >= 0.12.3, a few examples require pandas >= 0.18.0.

User installation

If you already have a working installation of numpy and scipy, the easiest way to install scikit-learn is using pip

pip install -U scikit-learn

or conda:

conda install scikit-learn

The documentation includes more detailed installation instructions.

Changelog

See the changelog for a history of notable changes to scikit-learn.

Development

We welcome new contributors of all experience levels. The scikit-learn community goals are to be helpful, welcoming, and effective. The Development Guide has detailed information about contributing code, documentation, tests, and more. We've included some basic information in this README.

Important links

Source code

You can check the latest sources with the command:

git clone https://github.com/scikit-learn/scikit-learn.git

Contributing

To learn more about making a contribution to scikit-learn, please see our Contributing guide.

Testing

After installation, you can launch the test suite from outside the source directory (you will need to have pytest >= 3.3.0 installed):

pytest sklearn

See the web page http://scikit-learn.org/dev/developers/advanced_installation.html#testing for more information.

Random number generation can be controlled during testing by setting the SKLEARN_SEED environment variable.

Submitting a Pull Request

Before opening a Pull Request, have a look at the full Contributing page to make sure your code complies with our guidelines: http://scikit-learn.org/stable/developers/index.html

Project History

The project was started in 2007 by David Cournapeau as a Google Summer of Code project, and since then many volunteers have contributed. See the About us page for a list of core contributors.

The project is currently maintained by a team of volunteers.

Note: scikit-learn was previously referred to as scikits.learn.

Help and Support

Documentation

Communication

Citation

If you use scikit-learn in a scientific publication, we would appreciate citations: http://scikit-learn.org/stable/about.html#citing-scikit-learn

Project Statistics

Sourcerank 20
Repository Size 101 MB
Stars 36,346
Forks 17,827
Watchers 2,269
Open issues 1,954
Dependencies 10
Contributors 742
Tags 100
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Packages Referencing this Repo

scikit-learn
A set of python modules for machine learning and data mining
Latest release 0.21.2 - Updated - 36.3K stars

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0.20.4 July 30, 2019
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0.21b2 April 30, 2019
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