Various methods are used for portfolio management in financial markets. The need for immediate and logical decisions, coupled with the complexity of these markets, has led researchers and financial institutions to leverage AI to gain a competitive edge. Significant progress in AI's ability to solve complex problems has opened the door to investigating the use of deep reinforcement learning in algorithmic trading.