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: https://scikit-learn.org

Installation

Dependencies

scikit-learn requires:

Python (>= 3.7)
NumPy (>= 1.14.6)
SciPy (>= 1.1.0)
joblib (>= 0.11)
threadpoolctl (>= 2.0.0)

Scikit-learn 0.20 was the last version to support Python 2.7 and Python 3.4. scikit-learn 0.23 and later require Python 3.6 or newer. scikit-learn 1.0 and later require Python 3.7 or newer.

Scikit-learn plotting capabilities (i.e., functions start with plot_ and classes end with “Display”) require Matplotlib (>= 2.2.3). For running the examples Matplotlib >= 2.2.3 is required. A few examples require scikit-image >= 0.14.5, a few examples require pandas >= 0.25.0, some examples require seaborn >= 0.9.0.

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 -c conda-forge 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

Official source code repo: https://github.com/scikit-learn/scikit-learn
Download releases: https://pypi.org/project/scikit-learn/
Issue tracker: https://github.com/scikit-learn/scikit-learn/issues

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 >= 5.0.1 installed):

pytest sklearn

See the web page https://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: https://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

HTML documentation (stable release): https://scikit-learn.org
HTML documentation (development version): https://scikit-learn.org/dev/
FAQ: https://scikit-learn.org/stable/faq.html

Communication

Mailing list: https://mail.python.org/mailman/listinfo/scikit-learn
Gitter: https://gitter.im/scikit-learn/scikit-learn
Twitter: https://twitter.com/scikit_learn
Twitter (commits): https://twitter.com/sklearn_commits
Stack Overflow: https://stackoverflow.com/questions/tagged/scikit-learn
Github Discussions: https://github.com/scikit-learn/scikit-learn/discussions
Website: https://scikit-learn.org
LinkedIn: https://www.linkedin.com/company/scikit-learn
YouTube: https://www.youtube.com/channel/UCJosFjYm0ZYVUARxuOZqnnw/playlists
Facebook: https://www.facebook.com/scikitlearnofficial/
Instagram: https://www.instagram.com/scikitlearnofficial/

Citation

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

Metadata

Release files for scikit-learn 1.0.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for scikit-learn 1.0.2
File	Size	Uploaded
scikit-learn-1.0.2.tar.gz	6.7 MB	Dec 25, 2021	Details

Built distributions (wheels)

Table of built distributions (wheels) for scikit-learn 1.0.2
File	Interpreter	ABI	Platform	Reset
scikit_learn-1.0.2-cp310-cp310-win_amd64.whl 7.2 MB Dec 25, 2021	CPython 3.10	CPython 3.10	Windows x86-64	Details
scikit_learn-1.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 26.5 MB Dec 25, 2021	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 26.3 MB Dec 25, 2021	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.0.2-cp310-cp310-macosx_12_0_arm64.whl 6.9 MB Dec 25, 2021	CPython 3.10	CPython 3.10	macOS 12.0+ ARM64	Details
scikit_learn-1.0.2-cp310-cp310-macosx_10_13_x86_64.whl 8.0 MB Dec 25, 2021	CPython 3.10	CPython 3.10	macOS 10.13+ x86-64	Details
scikit_learn-1.0.2-cp39-cp39-win_amd64.whl 7.2 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Windows x86-64	Details
scikit_learn-1.0.2-cp39-cp39-win32.whl 6.4 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Windows x86-32	Details
scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 26.4 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 25.4 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details
scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 26.2 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.0.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl 24.5 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Linux glibc 2.12+ x86-64	Details
scikit_learn-1.0.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl 23.4 MB Dec 25, 2021	CPython 3.9	CPython 3.9	Linux glibc 2.12+ x86-32	Details
scikit_learn-1.0.2-cp39-cp39-macosx_12_0_arm64.whl 6.9 MB Dec 25, 2021	CPython 3.9	CPython 3.9	macOS 12.0+ ARM64	Details
scikit_learn-1.0.2-cp39-cp39-macosx_10_13_x86_64.whl 8.0 MB Dec 25, 2021	CPython 3.9	CPython 3.9	macOS 10.13+ x86-64	Details
scikit_learn-1.0.2-cp38-cp38-win_amd64.whl 7.2 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Windows x86-64	Details
scikit_learn-1.0.2-cp38-cp38-win32.whl 6.4 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Windows x86-32	Details
scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 26.7 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 25.7 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-32	Details
scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 26.4 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl 25.7 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Linux glibc 2.12+ x86-64	Details
scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl 24.4 MB Dec 25, 2021	CPython 3.8	CPython 3.8	Linux glibc 2.12+ x86-32	Details
scikit_learn-1.0.2-cp38-cp38-macosx_12_0_arm64.whl 6.9 MB Dec 25, 2021	CPython 3.8	CPython 3.8	macOS 12.0+ ARM64	Details
scikit_learn-1.0.2-cp38-cp38-macosx_10_13_x86_64.whl 7.9 MB Dec 25, 2021	CPython 3.8	CPython 3.8	macOS 10.13+ x86-64	Details
scikit_learn-1.0.2-cp37-cp37m-win_amd64.whl 7.1 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Windows x86-64	Details
scikit_learn-1.0.2-cp37-cp37m-win32.whl 6.4 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Windows x86-32	Details
scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 24.8 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl 23.8 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-32	Details
scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 24.6 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl 23.0 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.12+ x86-64	Details
scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl 21.8 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.12+ x86-32	Details
scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl 7.8 MB Dec 25, 2021	CPython 3.7	CPython 3.7 pymalloc	macOS 10.13+ x86-64	Details

Total release size: 532.5 MB

Release files / scikit-learn-1.0.2.tar.gz

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Release files / scikit_learn-1.0.2-cp310-cp310-win_amd64.whl

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Release files / scikit_learn-1.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / scikit_learn-1.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / scikit_learn-1.0.2-cp310-cp310-macosx_12_0_arm64.whl

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Release files / scikit_learn-1.0.2-cp310-cp310-macosx_10_13_x86_64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-win_amd64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-win32.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-macosx_12_0_arm64.whl

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Release files / scikit_learn-1.0.2-cp39-cp39-macosx_10_13_x86_64.whl

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Release files / scikit_learn-1.0.2-cp38-cp38-win_amd64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-win_amd64.whl
Size	7.2 MB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`7626a34eabbf370a638f32d1a3ad50526844ba58d63e3ab81ba91e2a7c6d037e`
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Release files / scikit_learn-1.0.2-cp38-cp38-win32.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-win32.whl
Size	6.4 MB
Tags	CPython 3.8 Windows x86-32
SHA-256 checksum How to use checksums	`a999c9f02ff9570c783069f1074f06fe7386ec65b84c983db5aeb8144356a355`
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Release files / scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	26.7 MB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`bc3744dabc56b50bec73624aeca02e0def06b03cb287de26836e730659c5d29c`
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Release files / scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Size	25.7 MB
Tags	CPython 3.8 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`b1391d1a6e2268485a63c3073111fe3ba6ec5145fc957481cfd0652be571226d`
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Release files / scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	26.4 MB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`5cb33fe1dc6f73dc19e67b264dbb5dde2a0539b986435fdd78ed978c14654830`
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Release files / scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Size	25.7 MB
Tags	CPython 3.8 Linux glibc 2.12+ x86-64
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Release files / scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Size	24.4 MB
Tags	CPython 3.8 Linux glibc 2.12+ x86-32
SHA-256 checksum How to use checksums	`7d6b2475f1c23a698b48515217eb26b45a6598c7b1840ba23b3c5acece658dbb`
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Release files / scikit_learn-1.0.2-cp38-cp38-macosx_12_0_arm64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-macosx_12_0_arm64.whl
Size	6.9 MB
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Release files / scikit_learn-1.0.2-cp38-cp38-macosx_10_13_x86_64.whl

Download URL	scikit_learn-1.0.2-cp38-cp38-macosx_10_13_x86_64.whl
Size	7.9 MB
Tags	CPython 3.8 macOS 10.13+ x86-64
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Release files / scikit_learn-1.0.2-cp37-cp37m-win_amd64.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-win_amd64.whl
Size	7.1 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Windows x86-64
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Release files / scikit_learn-1.0.2-cp37-cp37m-win32.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-win32.whl
Size	6.4 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Windows x86-32
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Release files / scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	24.8 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64
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Release files / scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Size	23.8 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32
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Release files / scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	24.6 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`158faf30684c92a78e12da19c73feff9641a928a8024b4fa5ec11d583f3d8a87`
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Release files / scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Size	23.0 MB
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Release files / scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
Size	21.8 MB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.12+ x86-32
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Release files / scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl

Download URL	scikit_learn-1.0.2-cp37-cp37m-macosx_10_13_x86_64.whl
Size	7.8 MB
Tags	CPython 3.7 CPython 3.7 pymalloc macOS 10.13+ x86-64
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