Mathematics of Neural Networks (Lecture Notes Graduate Course)

arXiv:2403.04807v1 Announce Type: new
Abstract: These are the lecture notes that accompanied the course of the same name that I taught at the Eindhoven University of Technology from 2021 to 2023. The course is intended as an introduction to neural networks for mathematics students at the graduate level and aims to make mathematics students interested in further researching neural networks. It consists of two parts: first a general introduction to deep learning that focuses on introducing the field in a …

arxiv course cs.ai cs.lg graduate lecture mathematics networks neural networks notes type