#CurrencyPairPrediction Basic structure: • Agent: The decision-maker (the trading algorithm) • Environment: The market (stock prices, order books, economic news) • State (S): Current situation (market indicators, portfolio state) • Action (A): Buy, Sell, Hold, Short, etc. • Reward (R): Profit, loss, or a custom score • Policy (π): Strategy the agent uses to decide actions based on states. Goal: Maximize cumulative rewards over time (i.e., make as much profit as possible while managing risk).