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Understanding Deep Q-Networks (DQN): A Modern Approach to Reinforcement Learning in Machine Learning
Introduction: What Are Deep Q-Networks? Deep Q-Networks (DQNs) are a breakthrough in reinforcement learning that combine Q-Learning with deep neural networks. Developed by DeepMind, DQNs enable agents to learn optimal policies in complex environments with high-dimensional state spaces, such as video games. This advancement paved the way for AI to perform at or above human… Read more