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Delving deep into the sphere of finance and trading strategies, I decided to conduct a series of experiments, exploring approaches based on reinforcement learning as well as those operating without it. Applying these methods, I managed to formulate a nuanced conclusion, pivotal for understanding the significance of unique strategies in contemporary trading. Neural network advisors, despite showcasing impressive efficiency in the initial stages, proved to be highly unstable in the long run. Vario