AlphaStar by Google DeepMind
AlphaStar is a landmark AI system developed by DeepMind that achieved Grandmaster level in StarCraft II. While the original trained model is proprietary, DeepMind has released an open-source toolkit that enables the research community to explore and replicate AlphaStar-like agents.
• Combines imitation learning, reinforcement learning, and league-based multi-agent training
• Demonstrates advanced strategic reasoning in real-time, imperfect-information environments
• Open-source package includes training architectures, behavior cloning tools, and offline data pipelines
• Supports both online and offline reinforcement learning experiments in the StarCraft II environment
• Empowers developers to study, implement, and expand on AlphaStar-inspired methodologies