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: https://scikit-learn.org

Installation

Dependencies

scikit-learn requires:

Python (>= 3.8)
NumPy (>= 1.17.3)
SciPy (>= 1.5.0)
joblib (>= 1.1.1)
threadpoolctl (>= 2.0.0)

Scikit-learn 0.20 was the last version to support Python 2.7 and Python 3.4. scikit-learn 1.0 and later require Python 3.7 or newer. scikit-learn 1.1 and later require Python 3.8 or newer.

Scikit-learn plotting capabilities (i.e., functions start with plot_ and classes end with “Display”) require Matplotlib (>= 3.1.3). For running the examples Matplotlib >= 3.1.3 is required. A few examples require scikit-image >= 0.16.2, a few examples require pandas >= 1.0.5, some examples require seaborn >= 0.9.0 and plotly >= 5.14.0.

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 >= 7.1.2 installed):

pytest sklearn

See the web page https://scikit-learn.org/dev/developers/contributing.html#testing-and-improving-test-coverage 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
Logos & Branding: https://github.com/scikit-learn/scikit-learn/tree/main/doc/logos
Blog: https://blog.scikit-learn.org
Calendar: https://blog.scikit-learn.org/calendar/
Twitter: https://twitter.com/scikit_learn
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/
TikTok: https://www.tiktok.com/@scikit.learn

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 1.3.1

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 1.3.1
File	Size	Uploaded
scikit-learn-1.3.1.tar.gz	7.5 MB	Sep 21, 2023	Details

Built distributions (wheels)

Table of built distributions (wheels) for scikit-learn 1.3.1
File	Interpreter	ABI	Platform	Reset
scikit_learn-1.3.1-cp312-cp312-win_amd64.whl 9.1 MB Oct 3, 2023	CPython 3.12	CPython 3.12	Windows x86-64	Details
scikit_learn-1.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.8 MB Oct 3, 2023	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.3.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 10.3 MB Oct 3, 2023	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.3.1-cp312-cp312-macosx_12_0_arm64.whl 9.3 MB Oct 3, 2023	CPython 3.12	CPython 3.12	macOS 12.0+ ARM64	Details
scikit_learn-1.3.1-cp312-cp312-macosx_10_9_x86_64.whl 10.0 MB Oct 3, 2023	CPython 3.12	CPython 3.12	macOS 10.9+ x86-64	Details
scikit_learn-1.3.1-cp311-cp311-win_amd64.whl 9.2 MB Sep 21, 2023	CPython 3.11	CPython 3.11	Windows x86-64	Details
scikit_learn-1.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.9 MB Sep 21, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.3.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 10.3 MB Sep 21, 2023	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.3.1-cp311-cp311-macosx_12_0_arm64.whl 9.4 MB Sep 21, 2023	CPython 3.11	CPython 3.11	macOS 12.0+ ARM64	Details
scikit_learn-1.3.1-cp311-cp311-macosx_10_9_x86_64.whl 10.1 MB Sep 21, 2023	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
scikit_learn-1.3.1-cp310-cp310-win_amd64.whl 9.3 MB Sep 21, 2023	CPython 3.10	CPython 3.10	Windows x86-64	Details
scikit_learn-1.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.8 MB Sep 21, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.3.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 10.3 MB Sep 21, 2023	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.3.1-cp310-cp310-macosx_12_0_arm64.whl 9.5 MB Sep 21, 2023	CPython 3.10	CPython 3.10	macOS 12.0+ ARM64	Details
scikit_learn-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl 10.2 MB Sep 21, 2023	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
scikit_learn-1.3.1-cp39-cp39-win_amd64.whl 9.3 MB Sep 21, 2023	CPython 3.9	CPython 3.9	Windows x86-64	Details
scikit_learn-1.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 10.9 MB Sep 21, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.3.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 10.4 MB Sep 21, 2023	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.3.1-cp39-cp39-macosx_12_0_arm64.whl 9.5 MB Sep 21, 2023	CPython 3.9	CPython 3.9	macOS 12.0+ ARM64	Details
scikit_learn-1.3.1-cp39-cp39-macosx_10_9_x86_64.whl 10.2 MB Sep 21, 2023	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
scikit_learn-1.3.1-cp38-cp38-win_amd64.whl 9.3 MB Sep 21, 2023	CPython 3.8	CPython 3.8	Windows x86-64	Details
scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 11.1 MB Sep 21, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details
scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 10.5 MB Sep 21, 2023	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details
scikit_learn-1.3.1-cp38-cp38-macosx_12_0_arm64.whl 9.4 MB Sep 21, 2023	CPython 3.8	CPython 3.8	macOS 12.0+ ARM64	Details
scikit_learn-1.3.1-cp38-cp38-macosx_10_9_x86_64.whl 10.1 MB Sep 21, 2023	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details

Total release size: 257.5 MB

Release files / scikit-learn-1.3.1.tar.gz

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Release files / scikit_learn-1.3.1-cp312-cp312-win_amd64.whl

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Release files / scikit_learn-1.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / scikit_learn-1.3.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / scikit_learn-1.3.1-cp312-cp312-macosx_12_0_arm64.whl

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Release files / scikit_learn-1.3.1-cp312-cp312-macosx_10_9_x86_64.whl

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Release files / scikit_learn-1.3.1-cp311-cp311-win_amd64.whl

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Release files / scikit_learn-1.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / scikit_learn-1.3.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / scikit_learn-1.3.1-cp311-cp311-macosx_12_0_arm64.whl

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Release files / scikit_learn-1.3.1-cp311-cp311-macosx_10_9_x86_64.whl

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Release files / scikit_learn-1.3.1-cp310-cp310-win_amd64.whl

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Release files / scikit_learn-1.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / scikit_learn-1.3.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / scikit_learn-1.3.1-cp310-cp310-macosx_12_0_arm64.whl

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Release files / scikit_learn-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl

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Release files / scikit_learn-1.3.1-cp39-cp39-win_amd64.whl

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Release files / scikit_learn-1.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp39-cp39-macosx_12_0_arm64.whl

Download URL	scikit_learn-1.3.1-cp39-cp39-macosx_12_0_arm64.whl
Size	9.5 MB
Tags	CPython 3.9 macOS 12.0+ ARM64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	scikit_learn-1.3.1-cp39-cp39-macosx_10_9_x86_64.whl
Size	10.2 MB
Tags	CPython 3.9 macOS 10.9+ x86-64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp38-cp38-win_amd64.whl

Download URL	scikit_learn-1.3.1-cp38-cp38-win_amd64.whl
Size	9.3 MB
Tags	CPython 3.8 Windows x86-64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	11.1 MB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	scikit_learn-1.3.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	10.5 MB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp38-cp38-macosx_12_0_arm64.whl

Download URL	scikit_learn-1.3.1-cp38-cp38-macosx_12_0_arm64.whl
Size	9.4 MB
Tags	CPython 3.8 macOS 12.0+ ARM64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`

Release files / scikit_learn-1.3.1-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	scikit_learn-1.3.1-cp38-cp38-macosx_10_9_x86_64.whl
Size	10.1 MB
Tags	CPython 3.8 macOS 10.9+ x86-64
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Upload date	Sep 21, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/4.0.1 CPython/3.11.5`