Strong error analysis for stochastic gradient descent optimization algorithms

Arnulf Jentzen, Benno Kuckuck, Ariel Neufeld +1

Stochastic gradient descent (SGD) optimization algorithms are key ingredients in a series of machine learning applications. In this article we perform a rigorous strong error analy…