{"id":1204,"date":"2025-01-15T13:20:06","date_gmt":"2025-01-15T18:20:06","guid":{"rendered":"https:\/\/ozer.gt\/log\/?p=1204"},"modified":"2025-01-16T13:05:43","modified_gmt":"2025-01-16T18:05:43","slug":"explaining-the-unexplainable-part-ii-shap-and-sage","status":"publish","type":"post","link":"https:\/\/ozer.gt\/log\/2025\/01\/15\/explaining-the-unexplainable-part-ii-shap-and-sage\/","title":{"rendered":"Explaining the unexplainable Part II: SHAP and SAGE"},"content":{"rendered":"<p>In <a href=\"https:\/\/www.dataduets.com\/2025\/01\/explaining-the-unexplainable-part-ii-shap-and-sage.html\">this latest post at Data Duets<\/a>, we discuss SHAP and SAGE, two explainable AI methods. I focused on a discussion of what these methods actually do and how they work intuitively, their lesser known but serious limitations, and how and why they relate to counterfactual thinking and causality.<\/p>\n<p>If you&#8217;d rather skip all the reading and listen to the article as a podcast discussion, here&#8217;s <a href=\"https:\/\/www.dataduets.com\/2025\/01\/explaining-the-unexplainable-part-ii-shap-and-sage.html#notebooklm\">the link<\/a>. But don&#8217;t skip reading, because:<\/p>\n<p>\u201cOutside of a dog, a book is a man\u2019s best friend. Inside of a dog, it\u2019s too dark to read.\u201d \u2014Groucho Marx<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this latest post at Data Duets, we discuss SHAP and SAGE, two explainable AI methods. I focused on a discussion of what these methods actually do and how they work intuitively, their lesser known but serious limitations, and how and why they relate to counterfactual thinking and causality. If you&#8217;d rather skip all the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"cybocfi_hide_featured_image":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1204","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/posts\/1204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/comments?post=1204"}],"version-history":[{"count":4,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/posts\/1204\/revisions"}],"predecessor-version":[{"id":1209,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/posts\/1204\/revisions\/1209"}],"wp:attachment":[{"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/media?parent=1204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/categories?post=1204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ozer.gt\/log\/wp-json\/wp\/v2\/tags?post=1204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}