The ingredients package is a collection of tools for assessment of feature importance and feature effects.

Key functions:

The philosophy behind ingredients explanations is described in the Explanatory Model Analysis. Explore, Explain and Examine Predictive Models e-book. The ingredients package is a part of DrWhy.AI universe.

Interactive plots with D3

feature_importance(), ceteris_paribus() and aggregated_profiles() also work with D3! see an example plotD3


Work on this package was financially supported by the ‘NCN Opus grant 2016/21/B/ST6/02176’.