A financial portfolio is the process of distribution of funds into different financial products. The implementation of deep learning for portfolio management has been a research sector in the artificial intelligence community. With the advancements in reinforcement learning there has been active research in creating finance model free reinforcement learning frameworks to produce end to end finance portfolio managing agents.
Portfolio management is a continuous decision making process of reallocating funds into numerous different financial products with an objective of maximizing the returns.
Traditional state-of-the-art online portfolio management approaches include: