{"id":4,"date":"2025-03-11T19:23:57","date_gmt":"2025-03-11T19:23:57","guid":{"rendered":"https:\/\/fmgilles.com.ar\/cv\/?p=4"},"modified":"2025-03-12T06:00:55","modified_gmt":"2025-03-12T06:00:55","slug":"ml-anomaly-detection","status":"publish","type":"post","link":"https:\/\/fmgilles.com.ar\/cv\/blog\/2025\/03\/11\/ml-anomaly-detection\/","title":{"rendered":"ML: Anomaly Detection"},"content":{"rendered":"\n<p class=\"is-style-text-subtitle is-style-text-subtitle--1\">Isolation Forest<\/p>\n\n\n\n<p>Anomaly detection as rare cases can be detected using trees. Idea behind: If tree models isolate samples fast, (meaning average depth in three is lower than some threshold) then those samples will be classified as anomalies.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Isolation Forest Anomaly detection as rare cases can be detected using trees. Idea behind: If tree models isolate samples fast, (meaning average depth in three is lower than some threshold) then those samples will be classified as anomalies.<\/p>\n","protected":false},"author":1,"featured_media":13,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"pagelayer_contact_templates":[],"_pagelayer_content":"","footnotes":""},"categories":[3,1],"tags":[],"class_list":["post-4","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-contacto","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/posts\/4","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/comments?post=4"}],"version-history":[{"count":3,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/posts\/4\/revisions"}],"predecessor-version":[{"id":60,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/posts\/4\/revisions\/60"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/media\/13"}],"wp:attachment":[{"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/media?parent=4"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/categories?post=4"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fmgilles.com.ar\/cv\/wp-json\/wp\/v2\/tags?post=4"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}