Before revision:  We provide new rates of convergence for deep feedforward neural nets and, because our rates are sufficiently fast (in some cases minimax optimal) , obtain valid semiparametric inference .
After revision:  We provide new rates of convergence for deep feedforward neural nets . Our new rates are sufficiently fast (in some cases minimax optimal) , obtain valid semiparametric inference .