Reinforcement Learning vs. Machine Learning: A Complete Comparison

Machine learning is a broad field where algorithms learn from data, while reinforcement learning is a specific type of machine learning focused on agents learning through trial and error in an environment to maximize rewards. Reinforcement learning is often used for sequential decision-making problems where direct supervision is not available.