{"id":833,"date":"2020-01-05T09:49:27","date_gmt":"2020-01-05T08:49:27","guid":{"rendered":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/?page_id=833"},"modified":"2020-01-05T09:50:58","modified_gmt":"2020-01-05T08:50:58","slug":"deep-learning-ue-ia-digitale-ecm-2","status":"publish","type":"page","link":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/?page_id=833","title":{"rendered":"Deep Learning (UE IA DIGITALE ECM)"},"content":{"rendered":"<h2 style=\"text-align: center;\">Ann\u00e9e 2019-2020<\/h2>\n<h2 style=\"text-align: center;\">T. Arti\u00e8res<\/h2>\n<hr \/>\n<h2>Les ressources du cours se trouvent<\/h2>\n<h2 style=\"text-align: center;\"><a href=\"https:\/\/drive.google.com\/drive\/folders\/1hsfkHqR51CYhNNJG8qTW4BgUER43LOHt?usp=sharing\">ici<\/a><\/h2>\n<hr \/>\n<h2>Programme du cours et pointeurs<\/h2>\n<p>&nbsp;<\/p>\n<ul>\n<li>\n<h3>Seance 1 : Multi Layer Perceptrons<\/h3>\n<\/li>\n<li>\n<h3>Seance 2 : R\u00e9seaux Convolutionnels<\/h3>\n<ul>\n<li>Articles de r\u00e9f\u00e9rence\n<ul>\n<li>Google team, 2014, Going deeper with convolutions (with the inception module), [<a href=\"https:\/\/arxiv.org\/pdf\/1409.4842v1.pdf\">Online paper<\/a>]\n<ul>\n<li><a href=\"https:\/\/towardsdatascience.com\/a-simple-guide-to-the-versions-of-the-inception-network-7fc52b863202\">A blog on these architectures<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<h3>Seance 3 : Adversarial Learning<\/h3>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>Articles de r\u00e9f\u00e9rences\n<ul>\n<li>I. Goodfellow et al., NIPS 2014, Generative Adversarial Nets, [<a href=\"http:\/\/papers.nips.cc\/paper\/5423-generative-adversarial-nets.pdf\">Online paper<\/a>]<\/li>\n<li>A. Makhzani et al., ICLR 2016, Adversarial autoencoders,\u00a0[<a href=\"https:\/\/arxiv.org\/pdf\/1511.05644.pdf\">Online paper<\/a>]<\/li>\n<li>Diederik P Kingma,\u00a0Max Welling, Auto-Encoding Variational Bayes, [<a href=\"https:\/\/arxiv.org\/abs\/1312.6114\">Online paper<\/a>]<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<h3>Seance 4 :\u00a0Capacit\u00e9 et Optimisation<\/h3>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n<ul>\n<li>\n<h3>Seance 5 : Mod\u00e8les r\u00e9currents<\/h3>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<h3>Seance 6 : M\u00e9canismes d&rsquo;Attention et Explicabilit\u00e9<\/h3>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<li>\n<h3>Seance 7 : Examen<\/h3>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Ann\u00e9e 2019-2020 T. Arti\u00e8res Les ressources du cours se trouvent ici Programme du cours et pointeurs &nbsp; Seance 1 : Multi Layer Perceptrons Seance 2 : R\u00e9seaux Convolutionnels Articles de r\u00e9f\u00e9rence Google team, 2014, Going deeper with convolutions (with the inception module), [Online paper] A blog on these architectures Seance 3 : Adversarial Learning Articles&hellip;<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-833","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/pages\/833","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=833"}],"version-history":[{"count":3,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/pages\/833\/revisions"}],"predecessor-version":[{"id":839,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/pages\/833\/revisions\/839"}],"wp:attachment":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=833"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}