Deep Reinforcement Learning (DRL) is the future of intelligent decision-making.DRL algorithms like Deep Q-Networks (DQN) and Proximal Policy Optimization (PPO) have shown groundbreaking results in various applications.AlphaGo, OpenAI Five, and MuZero are notable examples where DRL has achieved remarkable success.DRL has potential applications in stock market predictions, medical diagnoses, and personalized treatments.