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Reinforcement Learning (RL) is a popular approach for training intelligent agents and Python offers a variety of libraries that have shaped the field. In 2024, TensorFlow, PyTorch, and OpenAI Gym continue to be top choices for developing and training RL models due to their comprehensive ecosystems, ease of use, and benchmarking capabilities.