{"id":541,"date":"2019-03-25T06:27:41","date_gmt":"2019-03-25T06:27:41","guid":{"rendered":"http:\/\/bskog.com\/ai\/?p=541"},"modified":"2019-03-25T06:29:28","modified_gmt":"2019-03-25T06:29:28","slug":"berkley-deep-unsupervised-learning","status":"publish","type":"post","link":"http:\/\/bskog.com\/ai\/2019\/03\/25\/berkley-deep-unsupervised-learning\/","title":{"rendered":"Berkley Deep Unsupervised Learning"},"content":{"rendered":"<p><strong>CS294-158 Deep Unsupervised Learning Spring 2019<\/strong><\/p>\n<p>Lectures, papers and assignments for Berkeyls Deep Unsupervised Learning Course are now available here:<br \/>\n<a href=\"https:\/\/sites.google.com\/view\/berkeley-cs294-158-sp19\/home\">https:\/\/sites.google.com\/view\/berkeley-cs294-158-sp19\/home<\/a>.<\/p>\n<p>The course deals with 2 areas of deep learning, namely Deep Generative Models and Self-supervised Learning.<\/p>\n<p>Topics are:<\/p>\n<ul>\n<li>Generative adversarial networks<\/li>\n<li>variational autoencoders<\/li>\n<li>autoregressive models<\/li>\n<li>flow models<\/li>\n<li>energy based models<\/li>\n<li>compression<\/li>\n<li>self-supervised learning<\/li>\n<li>semi-supervised learning.<\/li>\n<\/ul>\n<p>The course is currently ongoing so not all lectures are available yet.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CS294-158 Deep Unsupervised Learning Spring 2019 Lectures, papers and assignments for Berkeyls Deep Unsupervised Learning Course are now available here: https:\/\/sites.google.com\/view\/berkeley-cs294-158-sp19\/home. The course deals with 2 areas of deep learning, namely Deep Generative Models and Self-supervised Learning. Topics are: Generative adversarial networks variational autoencoders autoregressive models flow models energy based models compression self-supervised learning semi-supervised &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/bskog.com\/ai\/2019\/03\/25\/berkley-deep-unsupervised-learning\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Berkley Deep Unsupervised Learning&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9,11,14,16,51],"tags":[],"class_list":["post-541","post","type-post","status-publish","format-standard","hentry","category-courses","category-deep-learning","category-gans","category-learning-material","category-unsupervised-learning"],"_links":{"self":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/comments?post=541"}],"version-history":[{"count":3,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/541\/revisions"}],"predecessor-version":[{"id":544,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/541\/revisions\/544"}],"wp:attachment":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/media?parent=541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/categories?post=541"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/tags?post=541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}