{"id":30,"date":"2025-03-21T14:44:12","date_gmt":"2025-03-21T14:44:12","guid":{"rendered":"http:\/\/snowbud.com\/?p=30"},"modified":"2025-03-21T14:44:12","modified_gmt":"2025-03-21T14:44:12","slug":"%f0%9f%92%a1-the-best-ai-models-arent-just-smart-theyre-efficient-%f0%9f%92%a1","status":"publish","type":"post","link":"http:\/\/snowbud.com\/?p=30","title":{"rendered":"\ud83d\udca1 &#8220;The best AI models aren\u2019t just smart\u2014they&#8217;re efficient!&#8221; \ud83d\udca1"},"content":{"rendered":"\n<p>When developing AI solutions, don\u2019t just chase higher accuracy\u2014optimise resource efficiency as well but don&#8217;t sacrifice accuracy for speed. A 99% accurate model that takes hours to run is often less valued than a 95% model that delivers real-time results but look at what the consequences of sacrificing accuracy might be.<br>\ud83d\ude80 Pro Tips:<br>\u2705 Use quantisation &amp; pruning to reduce model size without major accuracy loss.<br>\u2705 But beware that using pre-trained models instead of building from scratch can compound built-in biases<br>\u2705 Leverage vector databases for faster retrieval in NLP applications.<br>\ud83d\udcac Do you believe sacrificing accuracy for faster speeds can cause long-term ill effects?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When developing AI solutions, don\u2019t just chase higher accuracy\u2014optimise resource [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":31,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[1],"tags":[],"class_list":["post-30","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/posts\/30","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/snowbud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=30"}],"version-history":[{"count":1,"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/posts\/30\/revisions"}],"predecessor-version":[{"id":32,"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/posts\/30\/revisions\/32"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/snowbud.com\/index.php?rest_route=\/wp\/v2\/media\/31"}],"wp:attachment":[{"href":"http:\/\/snowbud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=30"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/snowbud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=30"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/snowbud.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=30"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}