Optimization Methods for Supervised Machine Learning: From Linear Models to Deep Learning

Frank E. Curtis, Katya Scheinberg

The goal of this tutorial is to introduce key models, algorithms, and open questions related to the use of optimization methods for solving problems arising in machine learning. It…