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Section 2 provides a brief overview of supervised learning and RL applied to the active trading and portfolio optimization problem. The 5th section shows the parameters and results of the experiments and the methods applied to compare the performance of the algorithms. Finally, Section 6 concludes the article and suggests paths for future research. The