A set of python modules for machine learning and data mining

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adrin from gravatar.com adrin Avatar for GaelVaroquaux from gravatar.com GaelVaroquaux Avatar for glemaitre from gravatar.com glemaitre Avatar for jeremiedbb from gravatar.com jeremiedbb Avatar for jnothman from gravatar.com jnothman Avatar for ogrisel from gravatar.com ogrisel Avatar for t3kcit from gravatar.com t3kcit Avatar for thomasjpfan from gravatar.com thomasjpfan

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD 3-Clause License)
  • Maintainer: scikit-learn developers
  • Requires: Python >=3.10
  • Provides-Extra: build , install , benchmark , docs , examples , tests , maintenance
Classifiers
Report project as malware

Project description

Azure Codecov CircleCI Nightly wheels Ruff PythonVersion PyPi DOI Benchmark

https://raw.githubusercontent.com/scikit-learn/scikit-learn/main/doc/logos/scikit-learn-logo.png

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 (>= 3.10)

  • NumPy (>= 1.22.0)

  • SciPy (>= 1.8.0)

  • joblib (>= 1.2.0)

  • threadpoolctl (>= 3.1.0)

Scikit-learn plotting capabilities (i.e., functions start with plot_ and classes end with Display) require Matplotlib (>= 3.5.0). For running the examples Matplotlib >= 3.5.0 is required. A few examples require scikit-image >= 0.19.0, a few examples require pandas >= 1.4.0, 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.

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

Communication

Main Channels

Developer & Support

Social Media Platforms

Resources

Citation

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

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adrin from gravatar.com adrin Avatar for GaelVaroquaux from gravatar.com GaelVaroquaux Avatar for glemaitre from gravatar.com glemaitre Avatar for jeremiedbb from gravatar.com jeremiedbb Avatar for jnothman from gravatar.com jnothman Avatar for ogrisel from gravatar.com ogrisel Avatar for t3kcit from gravatar.com t3kcit Avatar for thomasjpfan from gravatar.com thomasjpfan

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD 3-Clause License)
  • Maintainer: scikit-learn developers
  • Requires: Python >=3.10
  • Provides-Extra: build , install , benchmark , docs , examples , tests , maintenance
Classifiers

Release history Release notifications | RSS feed

This version

1.7.0

1.7.0rc1 pre-release

1.6.1

1.6.0

1.6.0rc1 pre-release

1.5.2

1.5.1

1.5.0

1.5.0rc1 pre-release

1.4.2

1.4.1.post1

1.4.0

1.4.0rc1 pre-release

1.3.2

1.3.1

1.3.0

1.3.0rc1 pre-release

1.2.2

1.2.1

1.2.0

1.2.0rc1 pre-release

1.1.3

1.1.2

1.1.1

1.1.0

1.0.2

1.0.1

1.0

0.24.2

0.24.1

0.24.0

0.23.2

0.23.1

0.23.0

0.22.2.post1

0.22.2

0.22.1

0.22

0.21.3

0.21.2

0.21.1

0.21.0

0.20.4

0.20.3

0.20.2

0.20.1

0.20.0

0.19.2

0.19.1

0.19.0

0.18.2

0.18.1

0.18

0.17.1

0.17

0.16.1

0.16.0

0.15.2

0.15.1

0.15.0

0.14.1

0.14

0.13.1

0.13

0.12.1

0.12

0.11

0.10

0.9

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

scikit_learn-1.7.0.tar.gz (7.2 MB view details)

Uploaded Source

Built Distributions

scikit_learn-1.7.0-cp313-cp313t-win_amd64.whl (11.5 MB view details)

Uploaded CPython 3.13tWindows x86-64

scikit_learn-1.7.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.4 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.17+ x86-64

scikit_learn-1.7.0-cp313-cp313t-macosx_12_0_arm64.whl (11.3 MB view details)

Uploaded CPython 3.13tmacOS 12.0+ ARM64

scikit_learn-1.7.0-cp313-cp313t-macosx_10_13_x86_64.whl (12.1 MB view details)

Uploaded CPython 3.13tmacOS 10.13+ x86-64

scikit_learn-1.7.0-cp313-cp313-win_amd64.whl (10.7 MB view details)

Uploaded CPython 3.13Windows x86-64

scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.5 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (11.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

scikit_learn-1.7.0-cp313-cp313-macosx_12_0_arm64.whl (10.6 MB view details)

Uploaded CPython 3.13macOS 12.0+ ARM64

scikit_learn-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl (11.6 MB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

scikit_learn-1.7.0-cp312-cp312-win_amd64.whl (10.7 MB view details)

Uploaded CPython 3.12Windows x86-64

scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.5 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (11.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

scikit_learn-1.7.0-cp312-cp312-macosx_12_0_arm64.whl (10.7 MB view details)

Uploaded CPython 3.12macOS 12.0+ ARM64

scikit_learn-1.7.0-cp312-cp312-macosx_10_13_x86_64.whl (11.6 MB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

scikit_learn-1.7.0-cp311-cp311-win_amd64.whl (10.7 MB view details)

Uploaded CPython 3.11Windows x86-64

scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.2 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

scikit_learn-1.7.0-cp311-cp311-macosx_12_0_arm64.whl (10.7 MB view details)

Uploaded CPython 3.11macOS 12.0+ ARM64

scikit_learn-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl (11.7 MB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

scikit_learn-1.7.0-cp310-cp310-win_amd64.whl (10.7 MB view details)

Uploaded CPython 3.10Windows x86-64

scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.2 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

scikit_learn-1.7.0-cp310-cp310-macosx_12_0_arm64.whl (10.7 MB view details)

Uploaded CPython 3.10macOS 12.0+ ARM64

scikit_learn-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl (11.7 MB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

File details

Details for the file scikit_learn-1.7.0.tar.gz.

File metadata

  • Download URL: scikit_learn-1.7.0.tar.gz
  • Upload date:
  • Size: 7.2 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for scikit_learn-1.7.0.tar.gz
Algorithm Hash digest
SHA256 c01e869b15aec88e2cdb73d27f15bdbe03bce8e2fb43afbe77c45d399e73a5a3
MD5 ade96fe5f06469b1d2bfc099579aca8d
BLAKE2b-256 df3b29fa87e76b1d7b3b77cc1fcbe82e6e6b8cd704410705b008822de530277c

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0.tar.gz:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313t-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313t-win_amd64.whl
Algorithm Hash digest
SHA256 126c09740a6f016e815ab985b21e3a0656835414521c81fc1a8da78b679bdb75
MD5 6baf5e62ac9b1f08a6fe2f278f0abecf
BLAKE2b-256 4ed03ef4ab2c6be4aa910445cd09c5ef0b44512e3de2cfb2112a88bb647d2cf7

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313t-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 317ca9f83acbde2883bd6bb27116a741bfcb371369706b4f9973cf30e9a03b0d
MD5 aebf6eb204170a7102f657fb516bbe08
BLAKE2b-256 64e042282ad3dd70b7c1a5f65c412ac3841f6543502a8d6263cae7b466612dc9

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313t-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313t-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 0521cb460426c56fee7e07f9365b0f45ec8ca7b2d696534ac98bfb85e7ae4775
MD5 320e40214a01b91844fadee4db283df5
BLAKE2b-256 d00c9c3715393343f04232f9d81fe540eb3831d0b4ec351135a145855295110f

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313t-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313t-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313t-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 e39d95a929b112047c25b775035c8c234c5ca67e681ce60d12413afb501129f7
MD5 99177cfc0c69f032b6bf0573ef8a6cd1
BLAKE2b-256 ea787357d12b2e4c6674175f9a09a3ba10498cde8340e622715bcc71e532981d

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313t-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 5abd2acff939d5bd4701283f009b01496832d50ddafa83c90125a4e41c33e314
MD5 f1cb3f7ae23a8e454f574c139a744c16
BLAKE2b-256 f3bc282514272815c827a9acacbe5b99f4f1a4bc5961053719d319480aee0812

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1babf2511e6ffd695da7a983b4e4d6de45dce39577b26b721610711081850906
MD5 c9e0570afb0812699a0294655e5fe216
BLAKE2b-256 d5cda19722241d5f7b51e08351e1e82453e0057aeb7621b17805f31fcb57bb6c

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 e7e7ced20582d3a5516fb6f405fd1d254e1f5ce712bfef2589f51326af6346e8
MD5 f5e0cd827a54f274f7bdb952eedb0c0c
BLAKE2b-256 10a439717ca669296dfc3a62928393168da88ac9d8cbec88b6321ffa62c6776f

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 014e07a23fe02e65f9392898143c542a50b6001dbe89cb867e19688e468d049b
MD5 f2e558818133d731468352dec5ee3da6
BLAKE2b-256 d857eea0de1562cc52d3196eae51a68c5736a31949a465f0b6bb3579b2d80282

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 5b7974f1f32bc586c90145df51130e02267e4b7e77cab76165c76cf43faca0d9
MD5 d8e7aad113560038f5db2e590cb1cc75
BLAKE2b-256 9ac3a85dcccdaf1e807e6f067fa95788a6485b0491d9ea44fd4c812050d04f45

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 34cc8d9d010d29fb2b7cbcd5ccc24ffdd80515f65fe9f1e4894ace36b267ce19
MD5 0c2678ea1816161661253fe263ae81e5
BLAKE2b-256 68c74e956281a077f4835458c3f9656c666300282d5199039f26d9de1dabd9be

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp312-cp312-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0b2f8a0b1e73e9a08b7cc498bb2aeab36cdc1f571f8ab2b35c6e5d1c7115d97d
MD5 1345f5ed53dd3c7b054751f2f87259cb
BLAKE2b-256 0817804cc13b22a8663564bb0b55fb89e661a577e4e88a61a39740d58b909efe

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 63017a5f9a74963d24aac7590287149a8d0f1a0799bbe7173c0d8ba1523293c0
MD5 eda2333f7e9a755986f0981b5b0ec895
BLAKE2b-256 6793eb14c50533bea2f77758abe7d60a10057e5f2e2cdcf0a75a14c6bc19c734

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp312-cp312-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp312-cp312-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 9f39f6a811bf3f15177b66c82cbe0d7b1ebad9f190737dcdef77cfca1ea3c19c
MD5 eb9c5626e149cc1b06dca268bfceee58
BLAKE2b-256 58d8f3249232fa79a70cb40595282813e61453c1e76da3e1a44b77a63dd8d0cb

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp312-cp312-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 c2c7243d34aaede0efca7a5a96d67fddaebb4ad7e14a70991b9abee9dc5c0379
MD5 fae24832294fb543611501ab95e7834d
BLAKE2b-256 703abffab14e974a665a3ee2d79766e7389572ffcaad941a246931c824afcdb2

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 8fa979313b2ffdfa049ed07252dc94038def3ecd49ea2a814db5401c07f1ecfa
MD5 f05a2ad07bea6bff65622688e314ac6b
BLAKE2b-256 f45aba91b8c57aa37dbd80d5ff958576a9a8c14317b04b671ae7f0d09b00993a

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp311-cp311-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9dbe48d69aa38ecfc5a6cda6c5df5abef0c0ebdb2468e92437e2053f84abb8bc
MD5 963914c0be44d61908629fa3d92dc4b4
BLAKE2b-256 c63848b75c3d8d268a3f19837cb8a89155ead6e97c6892bb64837183ea41db2b

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 80bd3bd4e95381efc47073a720d4cbab485fc483966f1709f1fd559afac57ab8
MD5 9c9c992c99236ab1e8d5fabbeed42471
BLAKE2b-256 9f1bfcad1ccb29bdc9b96bcaa2ed8345d56afb77b16c0c47bafe392cc5d1d213

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp311-cp311-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp311-cp311-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 7d7240c7b19edf6ed93403f43b0fcb0fe95b53bc0b17821f8fb88edab97085ef
MD5 7b83971a6d6a01543e1b9904276a17bf
BLAKE2b-256 a32444acca76449e391b6b2522e67a63c0454b7c1f060531bdc6d0118fb40851

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp311-cp311-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8ef09b1615e1ad04dc0d0054ad50634514818a8eb3ee3dee99af3bffc0ef5007
MD5 8ed3e004cf2f0ce841ca0747621a0125
BLAKE2b-256 5a42c6b41711c2bee01c4800ad8da2862c0b6d2956a399d23ce4d77f2ca7f0c7

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 e2539bb58886a531b6e86a510c0348afaadd25005604ad35966a85c2ec378800
MD5 f1d9fa1ae3e1b280dd178bd586702334
BLAKE2b-256 4cbd99c3ccb49946bd06318fe194a1c54fb7d57ac4fe1c2f4660d86b3a2adf64

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp310-cp310-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2726c8787933add436fb66fb63ad18e8ef342dfb39bbbd19dc1e83e8f828a85a
MD5 30dc499d626919ae1038e9f45716446b
BLAKE2b-256 fbf6800cb3243dd0137ca6d98df8c9d539eb567ba0a0a39ecd245c33fab93510

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 bf3755f25f145186ad8c403312f74fb90df82a4dfa1af19dc96ef35f57237a94
MD5 8e99a2e6d603c8b02e1cc9805477f0aa
BLAKE2b-256 f51ada73cc18e00f0b9ae89f7e4463a02fb6e0569778120aeab138d9554ecef0

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp310-cp310-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp310-cp310-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 d0c93294e1e1acbee2d029b1f2a064f26bd928b284938d51d412c22e0c977eb3
MD5 a8f5343e4d01de94c2518a96d5ebad89
BLAKE2b-256 32aa43874d372e9dc51eb361f5c2f0a4462915c9454563b3abb0d9457c66b7e9

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp310-cp310-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9fe7f51435f49d97bd41d724bb3e11eeb939882af9c29c931a8002c357e8cdd5
MD5 4a61e0669c504937254a3df59dbb2105
BLAKE2b-256 a470e725b1da11e7e833f558eb4d3ea8b7ed7100edda26101df074f1ae778235

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page