{"id":8633,"date":"2020-08-30T19:14:46","date_gmt":"2020-08-30T17:14:46","guid":{"rendered":"https:\/\/cmc.deusto.eus\/enzuazua\/?p=8633"},"modified":"2022-03-21T07:27:57","modified_gmt":"2022-03-21T06:27:57","slug":"turnpike-control-and-deep-learning","status":"publish","type":"post","link":"https:\/\/cmc.deusto.eus\/enzuazua\/turnpike-control-and-deep-learning\/","title":{"rendered":"Turnpike Control and Deep Learning"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p><strong>Last friday August 28th, 2020 <\/strong><strong><a href=\"https:\/\/cmc.deusto.eus\/enrique-zuazua\/\">our Head Enrique Zuazua<\/a><\/strong><strong> gave the first lecture of the <\/strong><strong>Center for Mathematics and Artificial Intelligence<\/strong><strong> (CMAI) Colloquium this fall about \u201c<\/strong><strong><a href=\"https:\/\/cmc.deusto.eus\/large-time-asymptotics-in-deep-learning\/\">Turnpike Control and Deep Learning<\/a><\/strong><strong>\u201d based on a recent joint work with <\/strong><strong><a href=\"https:\/\/cmc.deusto.eus\/carlos-esteve-yague\/\">C. Esteve<\/a><\/strong><strong>, <\/strong><strong><a href=\"https:\/\/cmc.deusto.eus\/borjan-geshkovski\/\">B. Geshkovski<\/a><\/strong><strong> and <\/strong><strong><a href=\"https:\/\/cmc.deusto.eus\/dario-pighin\/\">D. Pighin<\/a><\/strong><strong>.<\/strong><\/p>\n<p>Introduced by the Director of CMAI Harbir Antil, Enrique Zuazua talked about the turnpike principle asserts that in long time horizons optimal control strategies are nearly of a steady state nature, some recent results on this topic and presented some its consequences on deep supervised learning.<\/p>\n<p>The following video is the complete session recorded:<\/p>\n<p>&nbsp;<\/p>\n<p><iframe data-src=\"https:\/\/www.youtube.com\/embed\/r11qdUcn1qg\" width=\"645\" height=\"415\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" data-load-mode=\"1\"><\/iframe><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CMAI Colloquium Fall 2020 \u2013 1st session by Enrique Zuazua<\/p>\n","protected":false},"author":3,"featured_media":8635,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[604,606,605],"class_list":["post-8633","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-math-in-motion","tag-cmai","tag-deep-learning","tag-turnpike-control"],"_links":{"self":[{"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/posts\/8633","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/comments?post=8633"}],"version-history":[{"count":1,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/posts\/8633\/revisions"}],"predecessor-version":[{"id":8636,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/posts\/8633\/revisions\/8636"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/media\/8635"}],"wp:attachment":[{"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/media?parent=8633"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/categories?post=8633"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cmc.deusto.eus\/enzuazua\/wp-json\/wp\/v2\/tags?post=8633"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}