News from the AI & ML world
DeeperML
Nitika Sharma@Analytics Vidhya
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Google's DeepMind has achieved a significant milestone in artificial intelligence by developing an AI system, named Dreamer, that has mastered Minecraft without any human instruction or data. The Dreamer AI system successfully learned how to mine diamonds, a complex and multi-step process, entirely on its own through trial and error. This breakthrough highlights the potential for AI systems to generalize knowledge and transfer skills from one domain to another, marking a major step forward in the field of AI development.
Researchers programmed the Dreamer AI to play Minecraft by setting up a system of rewards, particularly for finding diamonds. The AI explores the game on its own, identifying actions that lead to in-game rewards and repeating those actions. The AI was able to reach an expert level within just nine days. The results are a good sign that AI apps can learn to improve its abilities over a short period of time, which could give robots the tools they need to perform well in the real world.
References :
Researchers programmed the Dreamer AI to play Minecraft by setting up a system of rewards, particularly for finding diamonds. The AI explores the game on its own, identifying actions that lead to in-game rewards and repeating those actions. The AI was able to reach an expert level within just nine days. The results are a good sign that AI apps can learn to improve its abilities over a short period of time, which could give robots the tools they need to perform well in the real world.
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References :
- Analytics Vidhya: Google’s DeepMind Masters Minecraft Without Human Data
- eWEEK: AI Cracks Minecraft’s Toughest Challenge Without Help From Humans
- techxplore.com: Google's AI Dreamer learns how to self-improve over time by mastering Minecraft
- The Official Google Blog: Start building with Gemini 2.5 Pro.