Model ModuleΒΆ

This module provides feature analysis and model interpretation functions.

Feature Interpreter

FeatureInterpreter is a class that helps to generate the following information:

  • feature distribution based on feature types

  • feature correlation based on feature types

  • feature importance ranking for a trained model

Model Interpreter

ModelInterpreter is a class that helps to understand the model performance with a model-agnostic explainer by aggregating explanation either

  • on training sample to interpret the model, or

  • on validation samples for error analysis.