Understanding Convolutional Neural Networks

30 May 2016  ·  Jayanth Koushik ·

Convoulutional Neural Networks (CNNs) exhibit extraordinary performance on a variety of machine learning tasks. However, their mathematical properties and behavior are quite poorly understood. There is some work, in the form of a framework, for analyzing the operations that they perform. The goal of this project is to present key results from this theory, and provide intuition for why CNNs work.

PDF Abstract
No code implementations yet. Submit your code now

Categories


Other Statistics

Datasets


  Add Datasets introduced or used in this paper