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X-ORIGINAL-URL:https://cmc.deusto.eus/
X-WR-CALNAME:cmc.deusto.eus
X-WR-CALDESC:Chair of Computational Mathematics at University of Deusto
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UID:MEC-f828f1f06bbc62fe4540cdcc823d401f@cmc.deusto.eus
DTSTART:20201023T083000Z
DTEND:20201023T093000Z
DTSTAMP:20201020T090400Z
CREATED:20201020
LAST-MODIFIED:20210527
PRIORITY:5
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SUMMARY:Large-time asymptotics in Deep Learning by Borjan Geshkovski
DESCRIPTION:This Friday October 23rd our team member Borjan Geshkovski PhD student at DyCon ERC Project ( https://cmc.deusto.eus/erc-dycon/ ) from UAM, will give a talk at “Seminario de estadística” organized by the UAM – Universidad Autónoma de Madrid via Teams about:\nLarge-time asymptotics in Deep Learning\nAbstract. It is by now well-known that practical deep supervised learning may roughly be cast as an optimal control problem for a specific discrete-time, nonlinear dynamical system called an artificial neural network. In this talk, we consider the continuous-time formulation of the deep supervised learning problem. We will present, using an analytical approach, this problem’s behavior when the final time horizon increases, a fact that can be interpreted as increasing the number of layers in the neural network setting. We show qualitative and quantitative estimates of the convergence to the zero training error regime depending on the functional to be minimised.\nJoin this session via Teams\nLike this?\nYou might be interested in the “Math & Research” post by Borjan:\nif(window.SUImageCarousel){setTimeout(function() {window.SUImageCarousel.initGallery(document.getElementById("su_image_carousel_661d7a7de7c9e"))}, 0);}var su_image_carousel_661d7a7de7c9e_script=document.getElementById("su_image_carousel_661d7a7de7c9e_script");if(su_image_carousel_661d7a7de7c9e_script){su_image_carousel_661d7a7de7c9e_script.parentNode.removeChild(su_image_carousel_661d7a7de7c9e_script);} The interplay of control and Deep Learning\nCheck upcoming events at CCM events calendar\n
URL:https://cmc.deusto.eus/events-calendar/large-time-asymptotics-in-deep-learning-by-borjan-geshkovski/
CATEGORIES:Events Calendar,Events Calendar Past
LOCATION:Worldwide
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