Before revision: We estimate a general non-linear asset pricing model  with deep neural networks applied to all U.S. equity data combined with a substantial set of macroeconomic and firm-specific information.
After revision: We estimate a general non-linear asset pricing model is estimated with deep neural networks applied to all U.S. equity data combined with a substantial set of macroeconomic and firm-specific information.