Jesse Johnson

Deep, Skinny Neural Networks are not Universal Approximators

In order to choose a neural network architecture that will be effective for a particular modeling problem, one must understand the limitations imposed by each of the potential options. These limitations are typically described in terms of information theoretic bounds, or by comparing the relative co…