scikit-learn-contrib / scikit-matter

A collection of scikit-learn compatible utilities that implement methods born out of the materials science and chemistry communities
https://scikit-matter.readthedocs.io/en/v0.2.0/
BSD 3-Clause "New" or "Revised" License
76 stars 20 forks source link

scikit-matter

|tests| |codecov| |pypi| |conda| |docs| |doi|

A collection of scikit-learn compatible utilities that implement methods born out of the materials science and chemistry communities.

For details, tutorials, and examples, please have a look at our documentation_.

.. _documentation: https://scikit-matter.readthedocs.io

.. marker-installation

Installation

You can install scikit-matter either via pip using

.. code-block:: bash

pip install skmatter

or conda

.. code-block:: bash

conda install -c conda-forge skmatter

You can then import skmatter and use scikit-matter in your projects!

.. marker-ci-tests

Tests

We are testing our code for Python 3.8 and 3.12 on Windows Server 2019, macOS 11 and Ubuntu LTS 22.04_.

.. Windows Server 2019: https://github.com/actions/runner-images/blob/main/images/win/Windows2019-Readme.md .. macOS 11: https://github.com/actions/runner-images/blob/main/images/macos/macos-11-Readme.md .. _Ubuntu LTS 22.04: https://github.com/actions/runner-images/blob/main/images/linux/Ubuntu2204-Readme.md

.. marker-issues

Having problems or ideas?

Having a problem with scikit-matter? Please let us know by submitting an issue <https://github.com/scikit-learn-contrib/scikit-matter/issues>_.

Submit new features or bug fixes through a pull request <https://github.com/scikit-learn-contrib/scikit-matter/pulls>_.

.. marker-contributing

Call for Contributions

We always welcome new contributors. If you want to help us take a look at our contribution guidelines and afterwards you may start with an open issue marked as good first issue.

Writing code is not the only way to contribute to the project. You can also:

.. contribution guidelines: https://scikit-matter.readthedocs.io/en/latest/contributing.html .. good first issue: https://github.com/scikit-learn-contrib/scikit-matter/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22 .. pull requests: https://github.com/scikit-learn-contrib/scikit-matter/pulls .. issues: https://github.com/scikit-learn-contrib/scikit-matter/issues .. improve our documentation: https://scikit-matter.readthedocs.io/en/latest/contributing.html#contributing-to-the-documentation .. examples and tutorials: https://scikit-matter.readthedocs.io/en/latest/contributing.html#contributing-new-examples .. _new datasets: https://scikit-matter.readthedocs.io/en/latest/contributing.html#contributing-datasets

.. marker-citing

Citing scikit-matter

If you use scikit-matter for your work, please cite:

Goscinski A, Principe VP, Fraux G et al. scikit-matter : A Suite of Generalisable Machine Learning Methods Born out of Chemistry and Materials Science. Open Res Europe 2023, 3:81. 10.12688/openreseurope.15789.2_

.. _10.12688/openreseurope.15789.2: https://doi.org/10.12688/openreseurope.15789.2

.. marker-contributors

Contributors

Thanks goes to all people that make scikit-matter possible:

.. image:: https://contrib.rocks/image?repo=scikit-learn-contrib/scikit-matter :target: https://github.com/scikit-learn-contrib/scikit-matter/graphs/contributors

.. |tests| image:: https://github.com/scikit-learn-contrib/scikit-matter/workflows/Tests/badge.svg :alt: Github Actions Tests Job Status :target: action_

.. |codecov| image:: https://codecov.io/gh/scikit-learn-contrib/scikit-matter/branch/main/graph/badge.svg?token=UZJPJG34SM :alt: Code coverage :target: https://codecov.io/gh/scikit-learn-contrib/scikit-matter/

.. |docs| image:: https://img.shields.io/badge/documentation-latest-sucess :alt: Python :target: documentation_

.. |pypi| image:: https://img.shields.io/pypi/v/skmatter.svg :alt: Latest PYPI version :target: https://pypi.org/project/skmatter

.. |conda| image:: https://anaconda.org/conda-forge/skmatter/badges/version.svg :alt: Latest conda version :target: https://anaconda.org/conda-forge/skmatter

.. |doi| image:: https://img.shields.io/badge/DOI-10.12688-blue :alt: ORE Paper :target: 10.12688/openreseurope.15789.2_

.. _action: https://github.com/scikit-learn-contrib/scikit-matter/actions?query=branch%3Amain