Metadata-Version: 1.2
Name: audmetric
Version: 1.1.4
Summary: Evaluate machine-learning models
Home-page: https://audeering.github.io/audmetric/
Author: Johannes Wagner, Hagen Wierstorf, Stephan Huber, Andreas Triantafyllopoulos, Uwe Reichel
Author-email: jwagner@audeering.com
License: MIT
Project-URL: Documentation, https://audeering.github.io/audmetric/
Description: =========
        audmetric
        =========
        
        |tests| |coverage| |docs| |python-versions| |license|
        
        **audmetric** includes several equations
        to estimate the performance of a machine learning prediction algorithm.
        
        Some of the metrics are also available in sklearn_,
        but we wanted to have a package
        which depends only on numpy_.
        For those metrics
        we included tests that the results are identical to sklearn_.
        
        
        .. _numpy: https://numpy.org/
        .. _sklearn: https://scikit-learn.org/stable/
        
        
        .. badges images and links:
        .. |tests| image:: https://github.com/audeering/audmetric/workflows/Test/badge.svg
            :target: https://github.com/audeering/audmetric/actions?query=workflow%3ATest
            :alt: Test status
        .. |coverage| image:: https://codecov.io/gh/audeering/audmetric/branch/master/graph/badge.svg?token=wOMLYzFnDO
            :target: https://codecov.io/gh/audeering/audmetric/
            :alt: code coverage
        .. |docs| image:: https://img.shields.io/pypi/v/audmetric?label=docs
            :target: https://audeering.github.io/audmetric/
            :alt: audmetric's documentation
        .. |license| image:: https://img.shields.io/badge/license-MIT-green.svg
            :target: https://github.com/audeering/audmetric/blob/master/LICENSE
            :alt: audmetric's MIT license
        .. |python-versions| image:: https://img.shields.io/pypi/pyversions/audmetric.svg
            :target: https://pypi.org/project/audmetric/
            :alt: audmetric's supported Python versions
        
        Changelog
        =========
        
        All notable changes to this project will be documented in this file.
        
        The format is based on `Keep a Changelog`_,
        and this project adheres to `Semantic Versioning`_.
        
        
        Version 1.1.4 (2022/07/05)
        --------------------------
        
        * Fixed: accuracy formula in docstring
        
        
        Version 1.1.3 (2022/02/16)
        --------------------------
        
        * Added: reference for CCC formula
        * Fixed: support pandas series with datatype ``Int64``
        
        
        Version 1.1.2 (2022/01/11)
        --------------------------
        
        * Fixed: typo in docstring of ``audmetric.mean_absolute_error()``
        
        
        Version 1.1.1 (2022/01/03)
        --------------------------
        
        * Added: Python 3.9 support
        * Removed: Python 3.6 support
        
        
        Version 1.1.0 (2021/07/29)
        --------------------------
        
        * Added: ``audmetric.utils.infer_labels()``
        * Added: ``audmetric.equal_error_rate()``
        * Added: ``audmetric.detection_error_tradeoff()``
        
        
        Version 1.0.1 (2021/06/10)
        --------------------------
        
        * Fixed: broken package due to missing ``__init_.py`` file
        
        
        Version 1.0.0 (2021/06/09)
        --------------------------
        
        * Added: initial public release
        
        
        .. _Keep a Changelog: https://keepachangelog.com/en/1.0.0/
        .. _Semantic Versioning: https://semver.org/spec/v2.0.0.html
        
Keywords: mlops,machine learning
Platform: any
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Topic :: Scientific/Engineering
