Reinforcement Learning: Training AI Agents to Make Optimal Decisions. Reinforcement Learning (RL) represents one of the most promising frontiers in artificial intelligence, offering a framework for training AI agents to make sequential decisions in complex, dynamic environments. Unlike traditional machine learning approaches that rely on labeled datasets, RL agents learn through direct interaction with their…