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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 682 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 1302 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r42hc72bb7e_1.conda  1 year and 8 months ago 1193 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 1418 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r42hc72bb7e_1.tar.bz2  2 years and 4 months ago 1426 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r41hc72bb7e_1.tar.bz2  2 years and 4 months ago 1402 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 2265 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 24 days ago 2348 main
conda 2.6 MB | noarch/r-ingredients-2.0.1-r40hc72bb7e_0.tar.bz2  4 years and 24 days ago 2369 main
conda 2.7 MB | noarch/r-ingredients-2.0-r40h6115d3f_0.tar.bz2  4 years and 6 months ago 2556 main
conda 2.7 MB | noarch/r-ingredients-2.0-r36h6115d3f_0.tar.bz2  4 years and 6 months ago 2639 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r40h6115d3f_0.tar.bz2  4 years and 7 months ago 2748 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r36h6115d3f_0.tar.bz2  4 years and 7 months ago 2784 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r36h6115d3f_0.tar.bz2  4 years and 8 months ago 2801 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r40h6115d3f_0.tar.bz2  4 years and 8 months ago 2800 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r40h6115d3f_1.tar.bz2  4 years and 9 months ago 2933 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_1.tar.bz2  4 years and 9 months ago 3638 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r35h6115d3f_0.tar.bz2  4 years and 10 months ago 2952 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_0.tar.bz2  4 years and 10 months ago 3030 main

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