{"id":218,"date":"2007-11-14T09:26:54","date_gmt":"2007-11-14T14:26:54","guid":{"rendered":"http:\/\/www.randomideas.net\/?p=218"},"modified":"2007-11-14T09:26:54","modified_gmt":"2007-11-14T14:26:54","slug":"manifold-learning-in-ai","status":"publish","type":"post","link":"http:\/\/randomideas.net\/?p=218","title":{"rendered":"Manifold learning in AI"},"content":{"rendered":"<p>Manifold learning techniques such as SDE have the ability to extract data from a high dimensional space and describe it in terms of its degrees of freedom. Thus low level concepts such as &#8220;collection of pixels&#8221; become integrated into higher-level concepts such as &#8220;teapot rotated at this angle&#8221;.<\/p>\n<p>In other words, this is how you teach a system <i>abstraction<\/i>. Thus, use of something of this nature may be a necessary component of an artificially intelligent system. The only problem is that current methods may be computationally infeasible for this use. Of course, approximation would be a good idea here.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Manifold learning techniques such as SDE have the ability to extract data from a high dimensional space and describe it in terms of its degrees of freedom. Thus low level concepts such as &#8220;collection of pixels&#8221; become integrated into higher-level concepts such as &#8220;teapot rotated at this angle&#8221;. In other words, this is how you [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,15,16],"tags":[],"class_list":["post-218","post","type-post","status-publish","format-standard","hentry","category-ideas","category-psychology","category-research"],"_links":{"self":[{"href":"http:\/\/randomideas.net\/index.php?rest_route=\/wp\/v2\/posts\/218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/randomideas.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/randomideas.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/randomideas.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/randomideas.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=218"}],"version-history":[{"count":0,"href":"http:\/\/randomideas.net\/index.php?rest_route=\/wp\/v2\/posts\/218\/revisions"}],"wp:attachment":[{"href":"http:\/\/randomideas.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/randomideas.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=218"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/randomideas.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}