From inexact optimization to learning via gradient concentration

Bernhard Stankewitz, Nicole Mücke, Lorenzo Rosasco

Optimization in machine learning typically deals with the minimization of empirical objectives defined by training data. However, the ultimate goal of learning is to minimize the e…