COSAM » Events » 2022 » March » DMS Algebra Seminar

DMS Algebra Seminar
Time: Mar 01, 2022 (02:30 PM)
Location: 358 Parker Hall

Details:
Speaker: Luke Oeding
 
Title: What do Tensors and Geometry have to do with Deep Neural Networks?
 
 
Abstract: At a basic level Deep Neural Networks (DNNs) are frameworks for representing functions. The network architecture (number of layers, and widths of layers) and design choices (types of activation functions at nodes) determine the complexity (expressive power) of function that can be represented by that network. From linear interpolation to Multilinear Algebra the geometry of tensors play an important role in understanding the expressive power of DNNs. I’ll explain this connection, and describe some open questions.
 




Last updated: 02/28/2022