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CRAN: Package ingredients

ingredients: Effects and Importances of Model Ingredients

Collection of tools for assessment of feature importance and feature effects. Key functions are: feature_importance() for assessment of global level feature importance, ceteris_paribus() for calculation of the what-if plots, partial_dependence() for partial dependence plots, conditional_dependence() for conditional dependence plots, accumulated_dependence() for accumulated local effects plots, aggregate_profiles() and cluster_profiles() for aggregation of ceteris paribus profiles, generic print() and plot() for better usability of selected explainers, generic plotD3() for interactive, D3 based explanations, and generic describe() for explanations in natural language. The package 'ingredients' is a part of the 'DrWhy.AI' universe (Biecek 2018) <doi:10.48550/arXiv.1806.08915>.

Version: 2.3.0 Depends: R (≥ 3.5) Imports: ggplot2, scales, gridExtra, methods Suggests: DALEX, gower, ranger, testthat, r2d3, jsonlite, knitr, rmarkdown, covr Published: 2023-01-15 DOI: 10.32614/CRAN.package.ingredients Author: Przemyslaw Biecek [aut, cre], Hubert Baniecki [aut], Adam Izdebski [ctb] Maintainer: Przemyslaw Biecek <przemyslaw.biecek at gmail.com> BugReports: https://github.com/ModelOriented/ingredients/issues License: GPL-3 URL: https://ModelOriented.github.io/ingredients/, https://github.com/ModelOriented/ingredients NeedsCompilation: no Materials: NEWS CRAN checks: ingredients results Documentation: Downloads: Reverse dependencies: Linking:

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