{"id":4596,"date":"2021-04-23T06:33:56","date_gmt":"2021-04-23T06:33:56","guid":{"rendered":"https:\/\/www.aiproblog.com\/index.php\/2021\/04\/23\/the-three-edge-case-culprits-bias-variance-and-unpredictability\/"},"modified":"2021-04-23T06:33:56","modified_gmt":"2021-04-23T06:33:56","slug":"the-three-edge-case-culprits-bias-variance-and-unpredictability","status":"publish","type":"post","link":"https:\/\/www.aiproblog.com\/index.php\/2021\/04\/23\/the-three-edge-case-culprits-bias-variance-and-unpredictability\/","title":{"rendered":"The Three Edge Case Culprits: Bias, Variance, and Unpredictability"},"content":{"rendered":"<p>Author: Matt Mayo Editor<\/p>\n<div>Edge cases occur for three basic reasons: Bias \u2013 the ML system is too \u2018simple\u2019; Variance \u2013 the ML system is too \u2018inexperienced\u2019; Unpredictability \u2013 the ML system operates in an environment full of surprises. How do we recognize these edge cases situations, and what can we do about them?<\/div>\n<p><a href=\"https:\/\/www.kdnuggets.com\/2021\/04\/imerit2-bias-variance-unpredictability.html\">Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Author: Matt Mayo Editor Edge cases occur for three basic reasons: Bias \u2013 the ML system is too \u2018simple\u2019; Variance \u2013 the ML system is [&hellip;] <span class=\"read-more-link\"><a class=\"read-more\" href=\"https:\/\/www.aiproblog.com\/index.php\/2021\/04\/23\/the-three-edge-case-culprits-bias-variance-and-unpredictability\/\">Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":464,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/4596"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=4596"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/4596\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/468"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=4596"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=4596"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=4596"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}