{"id":113428,"date":"2020-09-25T18:26:00","date_gmt":"2020-09-26T01:26:00","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2020\/09\/generating-novel-content-without-dataset"},"modified":"2020-09-25T18:26:00","modified_gmt":"2020-09-26T01:26:00","slug":"generating-novel-content-without-dataset","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2020\/09\/generating-novel-content-without-dataset","title":{"rendered":"Generating Novel Content without Dataset"},"content":{"rendered":"<p><\/p>\n<p><iframe style=\"display: block; margin: 0 auto; width: 100%; aspect-ratio: 4\/3; object-fit: contain;\" src=\"https:\/\/www.youtube.com\/embed\/iBpdJ2CopIE?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope;\n   picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Rewriting the rules in GAN: Copy &amp; paste features contextually.<\/p>\n<hr>\n<p>GAN architecture has been the standard for generating content through AI, but can it actually invent new content outside what\u2019s available in the training dataset? Or it\u2019s just imitating the training data and mixing the features in new ways?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Rewriting the rules in GAN: Copy &amp; paste features contextually. GAN architecture has been the standard for generating content through AI, but can it actually invent new content outside what\u2019s available in the training dataset? Or it\u2019s just imitating the training data and mixing the features in new ways?<\/p>\n","protected":false},"author":513,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-113428","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/113428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/513"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=113428"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/113428\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=113428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=113428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=113428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}