👉 Reinforcement Learning is a type of machine learning where an agent learns to make decisions based on rewards and punishments. The goal is for the agent to maximize its reward by choosing actions that lead to better outcomes in future trials, or "reinforcement." Reinforcement Learning has been applied in a variety of fields such as robotics, finance, game playing, etc.