breakDown: Model Agnostic Explainers for Individual Predictions

Model agnostic tool for decomposition of predictions from black boxes. Break Down Table shows contributions of every variable to a final prediction. Break Down Plot presents variable contributions in a concise graphical way. This package work for binary classifiers and general regression models.

breakDown plots for the generalised linear models breakDown plots for the linear models How to use breakDown package for models created with caret How to use breakDown package for models created with xgboost How to use breakDown package for SVM models model agnostic breakDown plots for randomForest model agnostic breakDown plots for ranger

Vignettes Man pages API and functions Files

Package details
Author	Przemyslaw Biecek [aut, cre], Aleksandra Grudziaz [ctb]
Maintainer	Przemyslaw Biecek <przemyslaw.biecek@gmail.com>
License	GPL-2
Version	0.2.2
URL	https://pbiecek.github.io/breakDown/
Package repository	View on CRAN
Installation	Install the latest version of this package by entering the following in R: `install.packages("breakDown")`