The landscape of the loss surfaces of multilayer networks thumbnail
Pause
Mute
Subtitles not available
Playback speed
0.25
0.5
0.75
1
1.25
1.5
1.75
2
Full screen

The landscape of the loss surfaces of multilayer networks

Published on Aug 20, 20157472 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

Related categories

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