{"id":2842,"date":"2021-05-10T13:45:14","date_gmt":"2021-05-10T04:45:14","guid":{"rendered":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/?p=2842"},"modified":"2021-10-13T09:58:39","modified_gmt":"2021-10-13T00:58:39","slug":"ipi-seminar-1700-1830-wednesday-june-9-2021","status":"publish","type":"post","link":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/news\/2842\/","title":{"rendered":"[finished]ipi seminar 17:00-18:30, Wednesday June 9, 2021"},"content":{"rendered":"\n<h3>\u77e5\u306e\u7269\u7406\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc \/ Institute for Physics of Intelligence (ipi)<\/h3>\n<p><br \/>\u3010Speaker\u3011<span class=\"x_author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz82z5anr4b6129z90zz66zz74zwjicsz79zjz86zz81zz66zcz77zxz72z1gs\">Lenka ZDEBOROVA\uff08EPFL<\/span>)<br \/><br data-rich-text-line-break=\"true\" \/>\u3010Date\u3011June 9 (Wednesday), 17:00-18:30JST<br data-rich-text-line-break=\"true\" \/><br data-rich-text-line-break=\"true\" \/>\u3010Title\u3011\"Understanding machine learning via exactly solvable models\"<br data-rich-text-line-break=\"true\" \/><br data-rich-text-line-break=\"true\" \/>\u3010Abstract\u3011<br \/>The affinity between statistical physics and machine learning has a long history, this is reflected even in the machine learning terminology that is in part adopted from physics. I will describe the main lines of this long-lasting friendship in the context of current theoretical challenges and open questions about deep learning. Theoretical physics often proceeds in terms of solvable synthetic models, I will describe the related line of work on solvable models of simple feed-forward neural networks. I will highlight a path forward to capture the subtle interplay between the structure of the data, the architecture of the network, and the learning algorithm.<\/p>\n<p><a href=\"https:\/\/www.phys.s.u-tokyo.ac.jp\/wp-content\/uploads\/2021\/06\/Tokyo_2021_LZ.pdf\">PDF<\/a><\/p>\n<p><a href=\"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/lp\/ipi\/\" data-rich-text-format-boundary=\"true\">\u21e6Top page<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u77e5\u306e\u7269\u7406\u5b66\u7814\u7a76\u30bb\u30f3\u30bf\u30fc \/ Institute for Physics of Intelligence (ipi) \u3010Speaker\u3011Lenka ZDEBOROVA\uff08EPFL)\u3010Date\u3011June 9 (Wednesda [&hellip;]","protected":false},"author":13,"featured_media":3277,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[36],"_links":{"self":[{"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/posts\/2842"}],"collection":[{"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/comments?post=2842"}],"version-history":[{"count":6,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/posts\/2842\/revisions"}],"predecessor-version":[{"id":2956,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/posts\/2842\/revisions\/2956"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/media\/3277"}],"wp:attachment":[{"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/media?parent=2842"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/categories?post=2842"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.phys.s.u-tokyo.ac.jp\/en\/wp-json\/wp\/v2\/tags?post=2842"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}