Welcome to Alibi!

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About

Alibi is a source-available Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models.

Installation and Usage

Alibi can be installed from:

• PyPI or GitHub source (with pip)
• Anaconda (with conda/mamba)

With pip

Alibi can be installed from PyPI:

pip install alibi

Alternatively, the development version can be installed:

pip install git+https://github.com/SeldonIO/alibi.git

To take advantage of distributed computation of explanations, install alibi with ray:

pip install alibi[ray]

For SHAP support, install alibi as follows:

pip install alibi[shap]

Under Construction

Supported Methods

Method	Models	Explanations
		Classification	Regression	Tabular	Text	Images	Categorical features	Train set required
ALE	BB WB	✔	✔	✔
Partial Dependence	BB WB	✔	✔	✔	✔