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Recent years have seen a surge in the importance of deep learning for artificial intelligence research and development. Deep Reinforcement Learning (DRL) and Generative Adversarial Networks (GANs) are two of the most promising trends in this field. This article explores the latest research and developments, impact on various industries, and challenges faced in GANs and DRL. GANs can generate incredibly realistic images and videos, while DRL algorithms can solve complex tasks, such as playing video games, with human-level performance.