{"id":12006,"date":"2021-03-05T09:07:56","date_gmt":"2021-03-05T14:07:56","guid":{"rendered":"http:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=12006"},"modified":"2021-03-05T09:29:00","modified_gmt":"2021-03-05T14:29:00","slug":"explainable-machine-learning-model-transparency-and-the-right-to-explanation","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/explainable-machine-learning-model-transparency-and-the-right-to-explanation\/12006\/","title":{"rendered":"Explainable Machine Learning, Model Transparency, and the Right to Explanation"},"content":{"rendered":"Check out this topical video from Predictive Analytics World founder Eric Siegel: A computer can keep you in jail, or deny you a job, a loan, insurance coverage, or housing \u2013 and yet you cannot face your accuser. The predictive models generated by machine learning to drive these weighty decisions are generally kept locked up as a secret, unavailable for audit, inspection, or interrogation. The video above covers explainable machine learning and the loudly-advocated machine learning standards transparency and the right to explanation. Eric discusses why these standards generally are not met and overviews the policy hurdles and <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/explainable-machine-learning-model-transparency-and-the-right-to-explanation\/12006\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Check out this topical video from Predictive Analytics World founder Eric Siegel: A computer can keep you in jail, or deny you a job, a loan, insurance coverage, or housing \u2013 and yet you cannot face your accuser. The predictive models generated by machine learning to drive these weighty decisions are generally kept locked up [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[3],"tags":[879,59,368,243,1167],"class_list":["post-12006","post","type-post","status-publish","format-standard","hentry","category-leading-stories","tag-ai","tag-analytics","tag-artificial-intelligence","tag-machine-learning","tag-machine-learning-standards"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12006","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=12006"}],"version-history":[{"count":6,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12006\/revisions"}],"predecessor-version":[{"id":12014,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12006\/revisions\/12014"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=12006"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=12006"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=12006"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}