Before revision:  We illustrate our methodology in the context of stochastic gradient descent (SGD) in several numerical examples and compare with the Rhee \& Glynn estimator\mbox{%DIFAUXCMD rhee,vihola .
After revision:  We illustrate our methodology in the context of stochastic gradient descent (SGD) in several numerical examples and compare with the Rhee Glynn estimator .