Before revision:   Return predictability via deep learning also generates substantially improved portfolio performance across different subsamples, particularly during recessionary periods.
After revision:  We demonstrate that a long-short-term-memory recurrent neural network, which excels in learning complex time-series dependencies, generates a superior performance among a variety of networks considered. Return predictability via deep learning also generates substantially improved portfolio performance across different subsamples, particularly during recessionary periods.