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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-post-staging / r-ingredients
Type Size Name Uploaded Downloads Labels
conda 2.3 MB | noarch/r-ingredients-2.3.0-r45hc72bb7e_3.conda  6 months and 22 days ago 540 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r44hc72bb7e_3.conda  6 months and 22 days ago 480 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r43hc72bb7e_2.conda  1 year and 8 months ago 1445 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r44hc72bb7e_2.conda  1 year and 8 months ago 1476 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r43hc72bb7e_1.conda  2 years and 9 months ago 1990 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r42hc72bb7e_1.conda  2 years and 9 months ago 1898 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r42hc72bb7e_0.conda  3 years and 2 months ago 2164 main
conda 2.3 MB | noarch/r-ingredients-2.3.0-r41hc72bb7e_0.conda  3 years and 2 months ago 2092 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r42hc72bb7e_1.tar.bz2  3 years and 5 months ago 2078 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r41hc72bb7e_1.tar.bz2  3 years and 5 months ago 2082 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r41hc72bb7e_0.tar.bz2  4 years and 10 months ago 2822 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r36hc72bb7e_0.tar.bz2  4 years and 11 months ago 2940 main
conda 2.6 MB | noarch/r-ingredients-2.2.0-r40hc72bb7e_0.tar.bz2  4 years and 11 months ago 2915 main
conda 2.6 MB | noarch/r-ingredients-2.0.1-r36hc72bb7e_0.tar.bz2  5 years and 1 month ago 3020 main
conda 2.6 MB | noarch/r-ingredients-2.0.1-r40hc72bb7e_0.tar.bz2  5 years and 1 month ago 3021 main
conda 2.7 MB | noarch/r-ingredients-2.0-r40h6115d3f_0.tar.bz2  5 years and 7 months ago 3240 main
conda 2.7 MB | noarch/r-ingredients-2.0-r36h6115d3f_0.tar.bz2  5 years and 7 months ago 3348 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r40h6115d3f_0.tar.bz2  5 years and 8 months ago 3433 main
conda 2.4 MB | noarch/r-ingredients-1.3.1-r36h6115d3f_0.tar.bz2  5 years and 8 months ago 3443 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r36h6115d3f_0.tar.bz2  5 years and 9 months ago 3452 main
conda 2.7 MB | noarch/r-ingredients-1.3.0-r40h6115d3f_0.tar.bz2  5 years and 9 months ago 3427 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r40h6115d3f_1.tar.bz2  5 years and 10 months ago 3607 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_1.tar.bz2  5 years and 10 months ago 4298 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r35h6115d3f_0.tar.bz2  5 years and 11 months ago 3616 main
conda 2.7 MB | noarch/r-ingredients-1.2.0-r36h6115d3f_0.tar.bz2  5 years and 11 months ago 3680 main

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