Weak error analysis for stochastic gradient descent optimization algorithms

Aritz Bercher, Lukas Gonon, Arnulf Jentzen +1

Stochastic gradient descent (SGD) type optimization schemes are fundamental ingredients in a large number of machine learning based algorithms. In particular, SGD type optimization…