Model Explanations

Understand why models give particular predictions

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

Available Methods

Seldon Enterprise Platform supports a subset of the methods currently available in Alibi for Seldon Core deployments. Find documentation on explanation algorithms and read about creating your custom explainer

Explanation Method

Seldon Core V1

Seldon Core V2

Alibi Docs

Anchor Tabular

Example

Example

Docs

Kernel SHAP Tabular

Example

Example

Docs

Anchor Text

Example

Example

Docs

Anchor Images

Example

Example

Docs