{"id":2158,"date":"2021-11-07T22:43:19","date_gmt":"2021-11-07T22:43:19","guid":{"rendered":"http:\/\/optimumsportsperformance.com\/blog\/?p=2158"},"modified":"2021-11-08T13:58:18","modified_gmt":"2021-11-08T13:58:18","slug":"tidyx-82-random-forest-classifier-using-tidymodels","status":"publish","type":"post","link":"https:\/\/optimumsportsperformance.com\/blog\/tidyx-82-random-forest-classifier-using-tidymodels\/","title":{"rendered":"TidyX 82: Random Forest Classifier using {tidymodels}"},"content":{"rendered":"<p>This week, <span style=\"color: #0000ff;\"><strong><a style=\"color: #0000ff;\" href=\"https:\/\/twitter.com\/ellis_hughes\">Ellis Hughes<\/a><\/strong><\/span> and I extend our {<strong><span style=\"color: #000000;\">tidymodels<\/span><\/strong>} series by building a random forest classifier on the <strong>Palmer Penguins<\/strong> data set.<\/p>\n<p>Some things we cover:<\/p>\n<p>1. Continuing to refine our {tidymodels} frame work<br \/>\n2. Different approaches to setting up a tuning grid<br \/>\n3. Finalizing your workflow<br \/>\n4. Plotting ROC Curves for multi-class classification problems<\/p>\n<p>To watch our screen cast, <strong><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/www.youtube.com\/watch?v=L32snM7KsQw\">CLICK HERE<\/a><\/span><\/strong>.<\/p>\n<p>To access our code, <strong><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/github.com\/thebioengineer\/TidyX\/tree\/master\/TidyTuesday_Explained\/082-Tidy_Models_6\">CLICK HERE<\/a><\/span><\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This week, Ellis Hughes and I extend our {tidymodels} series by building a random forest classifier on the Palmer Penguins data set. Some things we cover: 1. Continuing to refine our {tidymodels} frame work 2. Different approaches to setting up a tuning grid 3. Finalizing your workflow 4. Plotting ROC Curves for multi-class classification problems [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[44],"tags":[],"class_list":["post-2158","post","type-post","status-publish","format-standard","hentry","category-tidyx-screen-cast"],"_links":{"self":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/2158","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/comments?post=2158"}],"version-history":[{"count":2,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/2158\/revisions"}],"predecessor-version":[{"id":2160,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/2158\/revisions\/2160"}],"wp:attachment":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/media?parent=2158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/categories?post=2158"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/tags?post=2158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}