{"id":55419,"date":"2021-07-28T00:00:00","date_gmt":"2021-07-28T00:00:00","guid":{"rendered":"http:\/\/35.208.6.27\/xlscout_new\/explainable-ai\/"},"modified":"2024-10-16T09:57:17","modified_gmt":"2024-10-16T09:57:17","slug":"explainable-ai","status":"publish","type":"post","link":"https:\/\/xlscout.ai\/nl\/explainable-ai\/","title":{"rendered":"What is Explainable AI?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Explainable_artificial_intelligence\">Explainable Artificial Intelligence<\/a>\/ Explainable AI is key for any successful implementation at scale.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here are some of the aspects:\u00a0<\/span><\/p>\n<h2><strong>Explanation of Explainable AI<\/strong><\/h2>\n<p>Systems provide the evidence or reason(s) for all outputs.<br \/>\n<b><\/b><\/p>\n<h2><strong>Meaningful<\/strong><\/h2>\n<p>Systems provide explanations that are understandable to individual users.<br \/>\n<b><\/b><\/p>\n<h2><strong>Explanation Accuracy<\/strong><\/h2>\n<p>The explanation correctly reflects the system\u2019s process for generating the output.<br \/>\n<b><\/b><\/p>\n<h2><strong>Knowledge Limits<\/strong><b><\/b><\/h2>\n<p style=\"color: #252525;\">The system only operates under the conditions for which it was designed or when it reaches sufficient confidence in its output.<\/p>\n<p style=\"color: #252525;\">IP analysis has always been considered a great use case for AI systems because of the multiple factors involved, such as rich, large text data and several interconnections.<\/p>\n<p><span style=\"font-weight: 400;\">However, for large scale adoption in Industry the following are needed:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Transparency\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><a href=\"https:\/\/xlscout.ai\/taxonomy-bot-are-they-for-real\/\">Explainability<\/a>\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lack of bias\u00a0<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Explainable Artificial Intelligence\/ Explainable AI is key for any successful implementation at scale.\u00a0 Here are some of the aspects:\u00a0 Explanation of Explainable AI Systems provide the evidence or reason(s) for all outputs. Meaningful Systems provide explanations that are understandable to individual users. Explanation Accuracy The explanation correctly reflects the system\u2019s process for generating the output&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[189],"tags":[190],"class_list":["post-55419","post","type-post","status-publish","format-standard","hentry","category-blog","tag-general","no-post-thumbnail"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/posts\/55419","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/comments?post=55419"}],"version-history":[{"count":0,"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/posts\/55419\/revisions"}],"wp:attachment":[{"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/media?parent=55419"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/categories?post=55419"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/xlscout.ai\/nl\/wp-json\/wp\/v2\/tags?post=55419"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}