Reinforcement Learning for Portfolio Management

Reinforcement Learning for Portfolio Management

Time series neural networks performs much better than MLP and buy and hold strategy for portfolio management.

From the figure, we can learn that the DQN model has a good prediction of the future stock price and makes the right decision.

It is interesting to know that the DQN model also holds a lot of cash based on the current model.