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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) <arXiv:1806.08915>.

copied from cf-staging / r-ingredients
Type Size Name Uploaded Downloads Labels
conda 2.3 MB | noarch/r-ingredients-2.3.0-r43hc72bb7e_2.conda  7 months and 12 days ago 681 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r44hc72bb7e_2.conda  7 months and 12 days ago 738 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r43hc72bb7e_1.conda  1 year and 8 months ago 1300 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r42hc72bb7e_1.conda  1 year and 8 months ago 1191 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r42hc72bb7e_0.conda  2 years and 1 month ago 1468 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r41hc72bb7e_0.conda  2 years and 1 month ago 1416 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r42hc72bb7e_1.tar.bz2  2 years and 4 months ago 1425 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r41hc72bb7e_1.tar.bz2  2 years and 4 months ago 1401 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r41hc72bb7e_0.tar.bz2  3 years and 9 months ago 2124 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r36hc72bb7e_0.tar.bz2  3 years and 10 months ago 2264 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r40hc72bb7e_0.tar.bz2  3 years and 10 months ago 2237 main
conda 2.6 MB | noarch/r-ingredients-2.0.1-r36hc72bb7e_0.tar.bz2  4 years and 23 days ago 2347 main
conda 2.6 MB | noarch/r-ingredients-2.0.1-r40hc72bb7e_0.tar.bz2  4 years and 23 days ago 2369 main
conda 2.7 MB | noarch/r-ingredients-2.0-r40h6115d3f_0.tar.bz2  4 years and 6 months ago 2555 main
conda 2.7 MB | noarch/r-ingredients-2.0-r36h6115d3f_0.tar.bz2  4 years and 6 months ago 2638 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r40h6115d3f_0.tar.bz2  4 years and 7 months ago 2746 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r36h6115d3f_0.tar.bz2  4 years and 7 months ago 2782 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r36h6115d3f_0.tar.bz2  4 years and 8 months ago 2800 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r40h6115d3f_0.tar.bz2  4 years and 8 months ago 2799 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r40h6115d3f_1.tar.bz2  4 years and 9 months ago 2932 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_1.tar.bz2  4 years and 9 months ago 3637 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r35h6115d3f_0.tar.bz2  4 years and 10 months ago 2951 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_0.tar.bz2  4 years and 10 months ago 3029 main

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