Ceteris Paribus v0.3 is on CRAN

By smarterpoland

(This article was first published on English – SmarterPoland.pl, and kindly contributed to R-bloggers)

Ceteris Paribus package is a part of DALEX family of model explainers. Version 0.3 just gets to CRAN. It’s equipped with new functions for very elastic visual exploration of black box models. Its grammar generalizes Partial Dependency Plots, Individual Conditional Expectations, Wangkardu Plots and gives a lot of flexibility in model comparisons, groups comparisons and so on.

See a 100 sec introduction to the ceterisPackage package on YouTube.

Here you will find a one-pager cheat-sheet with selected use cases.

Here is a longer introduction with notation and some theory.

Here there is a vignette with examples for regression (housing prices).

And here for multiclass classification (HR models).

It’s a work in progress. Feel free to contribute!

To leave a comment for the author, please follow the link and comment on their blog: English – SmarterPoland.pl.

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