Metadata-Version: 2.4
Name: gemseo-mlearning
Version: 3.1.0
Summary: A GEMSEO extension for machine learning.
Author-email: Matthias De Lozzo <contact@gemseo.org>
License-Expression: LGPL-3.0
Project-URL: Homepage, https://gemseo.org
Project-URL: Source, https://gitlab.com/gemseo/dev/gemseo-mlearning
Project-URL: Issues, https://gitlab.com/gemseo/dev/gemseo-mlearning/-/issues
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Scientific/Engineering
Classifier: Operating System :: POSIX :: Linux
Classifier: Operating System :: MacOS
Classifier: Operating System :: Microsoft :: Windows
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Requires-Python: <3.14,>=3.10
Description-Content-Type: text/markdown
License-File: LICENSE.txt
Requires-Dist: gemseo[all]<7,>=6.3
Requires-Dist: numpy
Requires-Dist: openturns<1.25
Requires-Dist: scikit-learn
Requires-Dist: scipy
Requires-Dist: smt[gpx]<=2.9.5,>=2.5.0
Dynamic: license-file

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# gemseo-mlearning

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## Overview

`gemseo-mlearning` is a plugin of the library [GEMSEO](https://www.gemseo.org), dedicated to machine learning.

This package adds new [regression models](https://gemseo.gitlab.io/dev/gemseo-mlearning/latest/user_guide/optimization/smt/)
and [optimization algorithms](https://gemseo.gitlab.io/dev/gemseo-mlearning/latest/user_guide/regression/smt/)
based on [SMT](https://smt.readthedocs.io/).

A [package for active learning](https://gemseo.gitlab.io/dev/gemseo-mlearning/latest/user_guide/active_learning/what_active_learning_is/) is also available,
deeply based on the core GEMSEO objects for optimization,
as well as a
[SurrogateBasedOptimization](https://gemseo.gitlab.io/dev/gemseo-mlearning/latest/user_guide/optimization/al/)
library built on its top.
An effort is being made to improve both content and performance in future versions.

## Installation

Install the latest version with `pip install gemseo-mlearning`.

See [pip](https://pip.pypa.io/en/stable/getting-started/) for more information.

## Bugs and questions

Please use the [gitlab issue tracker](https://gitlab.com/gemseo/dev/gemseo-mlearning/-/issues)
to submit bugs or questions.

## Contributing

See the [contributing section of GEMSEO](https://gemseo.readthedocs.io/en/stable/software/developing.html#dev).

## Contributors

- Antoine Dechaume
- Benoît Pauwels
- Clément Laboulfie
- Matthias De Lozzo
