Forecasting Returns with a Recurrent Neural Network — Project Definition With the development of deep learning and the increasing availability of free high-frequency financial data online, the opportunities to implement these techniques to forecast the behavior and manage assets arise. Taking advantage of this available information for decision-making is key to build a great portfolio and decide asset allocations.