{"id":322,"date":"2025-04-17T10:00:00","date_gmt":"2025-04-17T10:00:00","guid":{"rendered":"http:\/\/vasculomics.com\/?p=322"},"modified":"2025-04-17T10:41:56","modified_gmt":"2025-04-17T10:41:56","slug":"why-ml-and-nlp-are-necessary-to-transform-compliance-outcomes","status":"publish","type":"post","link":"http:\/\/vasculomics.com\/index.php\/2025\/04\/17\/why-ml-and-nlp-are-necessary-to-transform-compliance-outcomes\/","title":{"rendered":"Why ML And NLP Are Necessary To Transform Compliance Outcomes"},"content":{"rendered":"<p>Understanding the difference between rules-based AI versus ML systems is crucial, particularly in regulated industries like financial services (FinServ).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Understanding the difference between rules-based AI versus ML systems is crucial, particularly in regulated industries like financial services (FinServ).<\/p>\n","protected":false},"author":1,"featured_media":324,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15],"tags":[],"class_list":["post-322","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"_links":{"self":[{"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/posts\/322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/comments?post=322"}],"version-history":[{"count":1,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/posts\/322\/revisions"}],"predecessor-version":[{"id":323,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/posts\/322\/revisions\/323"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/media\/324"}],"wp:attachment":[{"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/media?parent=322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/categories?post=322"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/vasculomics.com\/index.php\/wp-json\/wp\/v2\/tags?post=322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}