Shypd.aiThe largest open index of AI toolsDouZero is an open-source AI tool that masters the card game DouDizhu using self-play deep reinforcement learning. It provides a framework for AI researchers and game developers to explore advanced RL techniques.
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DouZero is an open-source reinforcement learning framework developed by AI Platform, Kwai Inc., specifically designed to master DouDizhu, a popular and challenging Chinese card game. This game presents significant hurdles for AI, including imperfect information, large state and action spaces, and the need for both competitive and collaborative strategies. DouZero addresses these challenges by enhancing traditional Monte-Carlo methods with deep neural networks, action encoding, and parallel actors. The project provides code for training and evaluation, supporting both GPU and CPU environments, and offers pre-trained models for immediate use. It's an excellent resource for researchers and developers interested in applying deep reinforcement learning to complex game environments.
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