Explainable Boosting Machines
Coerce to an EBM object
ebm: Explainable Boosting Machines
Explainable Boosting Machine (EBM)
Step ribbons and area plots
Install interpret
Merge method for EBM objects
Interpret plots for fitted EBM objects
Predict method for EBM objects
Print model summary
An interface to the 'Python' 'InterpretML' framework for fitting explainable boosting machines (EBMs); see Nori et al. (2019) <doi:10.48550/arXiv.1909.09223> for details. EBMs are a modern type of generalized additive model that use tree-based, cyclic gradient boosting with automatic interaction detection. They are often as accurate as state-of-the-art blackbox models while remaining completely interpretable.