Model Explanations

Understand why models give particular predictions

Model explanations allow you to understand why a machine learning model gave a particular predictions. Seldon Deploy allows you to use Black Box Modle Explainers that can be used on models built using any technology.

Available Methods

Seldon Deploy supports a subset of the methods currently available in Alibi for both Seldon Core and KFServing deployments. Find documentation on Anchor explanation algorithm and read about creating your custom explainer

Explanation Method Seldon Core KFServing Alibi Docs
Anchor Tabular Example Example Docs
Anchor Text Example Example Docs
Anchor Images Example Example Docs

Tabular Data

Explainer model classifier with tabular features

Text Data

Explain models whose input is textual

Image Data

Explain image based classifiers

Last modified April 13, 2021