{"id":601,"date":"2019-11-09T08:10:09","date_gmt":"2019-11-09T13:10:09","guid":{"rendered":"http:\/\/chfrank.net\/wordpress\/?p=601"},"modified":"2019-11-09T17:04:53","modified_gmt":"2019-11-09T22:04:53","slug":"wine-quality","status":"publish","type":"post","link":"https:\/\/chfrank.net\/wordpress\/2019\/11\/09\/wine-quality\/","title":{"rendered":"Wine quality"},"content":{"rendered":"<p>As part of a school machine learning project I stumbled upon the excellent tutorial by <a href=\"https:\/\/elitedatascience.com\/\">Elite Data Science<\/a> on <a href=\"https:\/\/scikit-learn.org\/stable\/\">Scikit<\/a> and <a href=\"https:\/\/elitedatascience.com\/python-machine-learning-tutorial-scikit-learn\">wine quality<\/a>.<\/p>\n<p>This tutorial uses a <a href=\"http:\/\/mlr.cs.umass.edu\/ml\/machine-learning-databases\/wine-quality\/winequality-red.csv\">data set<\/a> on wine quality for training and testing provided by the <a href=\"https:\/\/www.umass.edu\/\">University of Massachusetts<\/a>, Amherst.<\/p>\n<p>As we&#8217;re nearing the end of life on Python 2.x, I&#8217;ve updated the <a href=\"https:\/\/github.com\/chfrank-cgn\/FOM\/blob\/master\/ML\/tutorial.py\">tutorial script<\/a> to work with <a href=\"https:\/\/packages.debian.org\/stretch\/python3\">Python 3.5.3<\/a> (on <a href=\"https:\/\/www.debian.org\/releases\/stretch\/\">Debian 9<\/a>).<\/p>\n<p>Great starting point to work with new data &#8211; I can highly recommend the tutorial!<\/p>\n<p><a href=\"http:\/\/chfrank.net\/wordpress\/wp-content\/uploads\/2019\/11\/2019-11-09.png\"><img loading=\"lazy\" decoding=\"async\" style=\"display: inline; background-image: none;\" title=\"2019-11-09\" src=\"http:\/\/chfrank.net\/wordpress\/wp-content\/uploads\/2019\/11\/2019-11-09_thumb.png\" alt=\"2019-11-09\" width=\"745\" height=\"387\" border=\"0\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As part of a school machine learning project I stumbled upon the excellent tutorial by Elite Data Science on Scikit and wine quality. This tutorial uses a data set on wine quality for training and testing provided by the University of Massachusetts, Amherst. As we&#8217;re nearing the end of life on Python 2.x, I&#8217;ve updated &hellip; <a href=\"https:\/\/chfrank.net\/wordpress\/2019\/11\/09\/wine-quality\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Wine quality<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"webmentions_disabled_pings":false,"webmentions_disabled":false,"_jetpack_memberships_contains_paid_content":false,"activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[6,9,5],"tags":[],"class_list":["post-601","post","type-post","status-publish","format-standard","hentry","category-cloudnative","category-cologne","category-university"],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/palXpA-9H","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/posts\/601","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/comments?post=601"}],"version-history":[{"count":5,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/posts\/601\/revisions"}],"predecessor-version":[{"id":610,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/posts\/601\/revisions\/610"}],"wp:attachment":[{"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/media?parent=601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/categories?post=601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chfrank.net\/wordpress\/wp-json\/wp\/v2\/tags?post=601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}