Title: Tropical geometry of Deep Neural Networks
Abstract: We give a review on the paper “Tropical Geometry of Deep Neural Networks”, which is published in ICML 2018.
They establish a connection between feedforward neural networks with ReLU activation function and Tropical geometry, which is a field in Mathematics to treat piecewise linear functions. Precisely speaking, they show that the family of such neural networks is equivalent to the family of tropical rational maps.
We start with a brief introduction to Tropical geometry and see their result.
Please feel free to join.
|Date||November 13, 2018 (Tue) 10:45 - 12:15|