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.