{"id":1768,"date":"2020-07-13T22:20:21","date_gmt":"2020-07-13T22:20:21","guid":{"rendered":"http:\/\/optimumsportsperformance.com\/blog\/?p=1768"},"modified":"2022-11-08T03:40:10","modified_gmt":"2022-11-08T03:40:10","slug":"python-tips-tricks-random-forest-classifier-for-tidyx-episode-18","status":"publish","type":"post","link":"https:\/\/optimumsportsperformance.com\/blog\/python-tips-tricks-random-forest-classifier-for-tidyx-episode-18\/","title":{"rendered":"Python Tips & Tricks: Random Forest Classifier for TidyX Episode 18"},"content":{"rendered":"

As a means of working on improving some of my Python skills, I decided I’ll attempt to re-create different elements from some of our TidyX Screen Casts<\/a><\/strong><\/span>.<\/p>\n

This past week, we did an episode on building a random forest classifier for coffee ratings (CLICK HERE<\/a><\/span><\/strong>). I’ve recreated almost all of the steps that we did in R in Python Code.<\/p>\n

1) Loading the data from the TidyTuesday github page<\/a>.<\/span><\/strong>\"\"<\/a><\/p>\n

2) Data pre-processing<\/strong><\/p>\n

\"\"<\/a><\/p>\n

3) Exploratory data analysis<\/strong><\/p>\n

\"\"<\/a><\/p>\n

4) Random Forest classifier development and model testing<\/strong><\/p>\n

\"\"<\/a><\/p>\n

 <\/p>\n

You can access the full Jupyter Notebook on my GITHUB page<\/a><\/span><\/strong>. I’m still trying to get the hang of Python so if there are any Pythonistas <\/em>out there that have feedback or see errors in my code, I’m all ears!<\/p>\n

 <\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

As a means of working on improving some of my Python skills, I decided I’ll attempt to re-create different elements from some of our TidyX Screen Casts. This past week, we did an episode on building a random forest classifier for coffee ratings (CLICK HERE). I’ve recreated almost all of the steps that we did […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48,46],"tags":[],"class_list":["post-1768","post","type-post","status-publish","format-standard","hentry","category-model-building-in-python","category-python-tips-tricks"],"_links":{"self":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/1768","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=1768"}],"version-history":[{"count":3,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/1768\/revisions"}],"predecessor-version":[{"id":1775,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/posts\/1768\/revisions\/1775"}],"wp:attachment":[{"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/media?parent=1768"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/categories?post=1768"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/optimumsportsperformance.com\/blog\/wp-json\/wp\/v2\/tags?post=1768"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}