Before revision:  We establish nonasymptotic bounds for these deep nets for nonparametric regression, covering the standard least squaresand logistic losses in particular .
After revision:  We establish nonasymptotic bounds for these deep nets for a general class of nonparametric regression-type loss functions, which includes as special cases least squares, logistic regression, and other generalized linear models .