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The landscape of the loss surfaces of multilayer networks
Published on Aug 20, 20157470 Views
Deep learning has enjoyed a resurgence of interest in the last few years for such applications as image and speech recognition, or natural language processing. The vast majority of practical applicat
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Chapter list
Open Problem: The landscape ot the loss surfces of multilayer networks00:00
Challenge00:09
Multilayer network and spin-glass model00:41
Loss function in deep learning01:00
Assumptions - 101:50
Assumptions - 202:27
Loss function in deep learning after assumptions02:55
Multilayer net vs spherical spin-glass [Chorom. et al., 2015]03:28
Spherical spin-glass versus deep network - 103:55
Spherical spin-glass versus deep network - 205:06
Spherical spin-glass versus deep network - 305:31
Open problem05:50