v0.2.2

v0.2.2 release of the TransparentAI's library.

Difference with previous version :

• utils.external moved into different submodule : sustainable and security.

New features

• Add the estimate_co2 function into the new submodule sustainable.

v0.2.1

v0.2.1 release of the TransparentAI's library.

Change library to match with EU Commission report on Trust AI.

Difference with previous version :

• Code has less classes and is more functionnal
• The logic is not to answer "How to create an ethical AI ?" but "Is my AI ethical ?", answering by submodules

Features :

• datasets : analyse a structured dataset
• models : analyse classification or regression performance
• models.explainers : understand global and local feature influence for tree and linear models
• fairness : analyse dataset and model bias bias
• monitoring : Compare new performances with training
• utils : check safety and compute kWh for training

PyPI link : https://pypi.org/project/transparentai/0.2.1/

v0.1.0

First release of the TransparentAI's library.

Features :

• start : start the ai by knowing if your ai is reliable
• datasets : analyse a structured dataset
• models : analyse classification or regression performance
• explainer : understand global and local feature influence for tree and linear models
• fairness : analyse dataset and model bias bias
• monitoring : Compare new performances or bias with training

PyPI link : https://pypi.org/project/transparentai/0.1.0/