Math Seminar Series
(Conferences / Seminars / Lectures)
Applied Mathematics more information...
Yi Ma , University of California, Berkeley, will be speaking.
The topic is "Deep Networks from First Principles."
Contact Olga Turanova (email@example.com) for more information.
In this talk, we offer an entirely "white box'' interpretation of deep (convolution) networks from the perspective of data compression (and group invariance). In particular, we show how modern deep layered architectures, linear (convolution) operators and nonlinear activations, and even all parameters can be derived from the principle of maximizing rate reduction (with group invariance).