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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.

Functions (10)

HR_data

Why are our best and most experienced employees leaving prematurely?

betas

Extract betas values of a model for specific observations

break_down

Model Agnostic Experimental Approach to Break Down Plots with Interactions

broken

Generic Function for Breaking Down of Model Predictions

broken.default

Model Agnostic Approach to Breaking Down of Model Predictions

broken.glm

Breaking Down of Model Predictions for glm models

broken.lm

Breaking Down of Model Predictions for lm models

plot.broken

Break Down Plot

print.broken

Break Down Print

wine

White Wine Quality Data

breakDown

Model Agnostic Explainers for Individual Predictions

v0.2.1
GPL-2
Authors
Przemyslaw Biecek [aut, cre], Aleksandra Grudziaz [ctb]
Initial release
2021-01-20

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