Shed Light on Black Box Machine Learning Models

Shed light on black box machine learning models by the help of model performance, permutation variable importance (Fisher et al. (2018) ), ICE profiles, partial dependence (Friedman J. H. (2001) ), and further effects plots. All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.