--- title: Explain that tidymodels blackbox! | daily.dev description: This post explains the tidymodels blackbox with various explainability methods such as permutation importance, partial dependence plots, Friedman's H... canonical: https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Explain that tidymodels blackbox! | daily.dev og:description: This post explains the tidymodels blackbox with various explainability methods such as permutation importance, partial dependence plots, Friedman's H... og:url: https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9 og:image: https://api.daily.dev/og/posts/Y4iBJ1Ks9.png og:image:alt: Explain that tidymodels blackbox! og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Explain that tidymodels blackbox! **[R-bloggers](https://daily.dev/sources/rbloggers)** · 5 min read · 1 upvotes · 0 comments ## Summary This post explains the tidymodels blackbox with various explainability methods such as permutation importance, partial dependence plots, Friedman's H statistics, and SHAP. It uses the diabetes prediction dataset to model diabetes as a function of demographic features. The post also introduces the own packages 'hstats', 'kernelshap', and 'shapviz' for explanation methods. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#data-science](https://daily.dev/tags/data-science), [#random-forest](https://daily.dev/tags/random-forest) [View this post on daily.dev](https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Explain that tidymodels blackbox!","url":"https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9"},"datePublished":"2024-01-07T17:08:04.266Z","dateModified":"2024-01-07T17:08:04.021Z","description":"This post explains the tidymodels blackbox with various explainability methods such as permutation importance, partial dependence plots, Friedman's H...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/126bb518b92469febbd84e23fb514872?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/126bb518b92469febbd84e23fb514872?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"R-bloggers","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"R-bloggers","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/98bcbbdf72774292a55ceda8f2277f1e","url":"https://daily.dev/sources/rbloggers"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/explain-that-tidymodels-blackbox--y4ibj1ks9","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"data-science,random-forest","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"R-bloggers","item":"https://daily.dev/sources/rbloggers"},{"@type":"ListItem","position":3,"name":"Explain that tidymodels blackbox!"}]} ```