skops-dev/skops

skops is a Python library helping you share your scikit-learn based models and put them in production

Python

529

336 commits

updated Oct 12, 2026

See the code

README

.. -*- mode: rst -*-

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.. |readthedocs| image:: https://readthedocs.org/projects/skops/badge/?version=latest&style=flat
    :target: https://skops.readthedocs.io/en/latest/
    :alt: Documentation

.. |github-actions| image:: https://github.com/skops-dev/skops/workflows/pytest/badge.svg
    :target: https://github.com/skops-dev/skops/actions
    :alt: Linux, macOS, Windows tests

.. |Codecov| image:: https://codecov.io/gh/skops-dev/skops/branch/main/graph/badge.svg
    :target: https://codecov.io/gh/skops-dev/skops
    :alt: Codecov

.. |PyPI| image:: https://img.shields.io/pypi/v/skops
    :target: https://pypi.org/project/skops
    :alt: PyPi

.. |Ruff| image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json
    :target: https://github.com/astral-sh/ruff
    :alt: Ruff

.. image:: https://raw.githubusercontent.com/skops-dev/skops/main/docs/images/logo.png
  :width: 500
  :target: https://skops.readthedocs.io/en/latest/

SKOPS
=====

``skops`` is a Python library helping you share your `scikit-learn
<https://scikit-learn.org/stable/>`__ based models and put them in production.
At the moment, it includes `skops.io` to securely persist sklearn estimators and
more, without using ``pickle``. It also includes `skops.card` to create a model
card explaining what the model does and how it should be used.

- ``skops.io``: Secure persistence of sklearn estimators and more, without using
  ``pickle``. Visit `the docs
  <https://skops.readthedocs.io/en/latest/persistence.html>`__ for more
  information.
- ``skops.card``: tools to create a model card explaining what the model does
  and how it should be used. More information can be found `here
  <https://skops.readthedocs.io/en/stable/model_card.html>`__.

Please refer to our `documentation <https://skops.readthedocs.io/en/latest/>`_
on using the library as user, which includes user guides on the above topics as
well as complete examples explaining how the features can be used.

If you want to contribute to the library, please refer to our `contributing
<CONTRIBUTING.rst>`_ guidelines.

Installation
------------

You can install this library using:

.. code-block:: bash

    python -m pip install skops

Bug Reports and Questions
-------------------------

Please send all your questions and report issues on `this repository's issue
tracker <https://github.com/skops-dev/skops/issues>`_ as an issue. Try to look
for existing ones before you create a new one.

Not written in Markdown, so it's shown here as plain text — view it formatted on GitHub.

hacktoberfest
huggingface
machine-learning
mlops
scikit-learn

skops-dev/skops

skops is a Python library helping you share your scikit-learn based models and put them in production

Python

529

336 commits

updated Oct 12, 2026

See the code

README

.. -*- mode: rst -*-

|readthedocs| |github-actions| |Codecov| |PyPI| |Ruff|

.. |readthedocs| image:: https://readthedocs.org/projects/skops/badge/?version=latest&style=flat
    :target: https://skops.readthedocs.io/en/latest/
    :alt: Documentation

.. |github-actions| image:: https://github.com/skops-dev/skops/workflows/pytest/badge.svg
    :target: https://github.com/skops-dev/skops/actions
    :alt: Linux, macOS, Windows tests

.. |Codecov| image:: https://codecov.io/gh/skops-dev/skops/branch/main/graph/badge.svg
    :target: https://codecov.io/gh/skops-dev/skops
    :alt: Codecov

.. |PyPI| image:: https://img.shields.io/pypi/v/skops
    :target: https://pypi.org/project/skops
    :alt: PyPi

.. |Ruff| image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json
    :target: https://github.com/astral-sh/ruff
    :alt: Ruff

.. image:: https://raw.githubusercontent.com/skops-dev/skops/main/docs/images/logo.png
  :width: 500
  :target: https://skops.readthedocs.io/en/latest/

SKOPS
=====

``skops`` is a Python library helping you share your `scikit-learn
<https://scikit-learn.org/stable/>`__ based models and put them in production.
At the moment, it includes `skops.io` to securely persist sklearn estimators and
more, without using ``pickle``. It also includes `skops.card` to create a model
card explaining what the model does and how it should be used.

- ``skops.io``: Secure persistence of sklearn estimators and more, without using
  ``pickle``. Visit `the docs
  <https://skops.readthedocs.io/en/latest/persistence.html>`__ for more
  information.
- ``skops.card``: tools to create a model card explaining what the model does
  and how it should be used. More information can be found `here
  <https://skops.readthedocs.io/en/stable/model_card.html>`__.

Please refer to our `documentation <https://skops.readthedocs.io/en/latest/>`_
on using the library as user, which includes user guides on the above topics as
well as complete examples explaining how the features can be used.

If you want to contribute to the library, please refer to our `contributing
<CONTRIBUTING.rst>`_ guidelines.

Installation
------------

You can install this library using:

.. code-block:: bash

    python -m pip install skops

Bug Reports and Questions
-------------------------

Please send all your questions and report issues on `this repository's issue
tracker <https://github.com/skops-dev/skops/issues>`_ as an issue. Try to look
for existing ones before you create a new one.

Not written in Markdown, so it's shown here as plain text — view it formatted on GitHub.

hacktoberfest
huggingface
machine-learning
mlops
scikit-learn

Project health

PyPI

Latest release

0.16.0 · Sep 24, 2026

Releases this year

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