Before revision:  Inference in many other semiparametric contexts can be readily obtained  .
After revision:  Inference in many other semiparametric contexts can be readily obtained . We demonstrate the effectiveness of deep learning with a Monte Carlo analysis and an empirical application to direct mail marketing .