本内容遵循CC 4.0 BY-SA版权协议 简介：本资源是一份面向强化学习初学者与Python实践者的Q-Learning算法可视化教学项目，聚焦于智能体在离散网格环境中的自主决策训练。项目基于Pygame构建5×5可 ...

文章浏览阅读272次。Q-Learning 是强化学习中最基础的无模型算法，其核心在于通过贝尔曼更新迭代优化状态-动作价值表（Q表）。理解其收敛机制、探索-利用权衡与奖励塑形逻辑，是掌握更复杂RL方法的前提。本文聚焦于工程落地视角，以纯Python+Pygame构建轻量级可视化训练环境，将抽象的Q值更新、ε ...

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