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title: "Foundation Model"
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type: concept
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tags: [AI, generative-AI, ML]
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sources: [public-cloud-learning-sessions-introduction-to-artificial-intelligence-ai-machine-learning-20240206]
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last_updated: 2024-02-06
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---
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## Summary
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基础模型是具有数十亿参数的大规模预训练模型,能够执行多种任务,是生成式 AI 的核心。
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## Definition
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Foundation Model(基础模型)是经过大规模预训练的大语言模型,具备零样本和少样本学习能力,可通过微调适应各种下游任务。
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## Key Attributes
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- **参数规模**:数十亿参数
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- **训练方式**:大规模预训练
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- **特点**:零样本学习、少样本学习、多任务能力
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- **代表模型**:Amazon Titan、GPT-4、Claude、Llama
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## Connections
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- [[AI]] ← powers ← [[Foundation Model]]
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- [[Generative AI]] ← powered_by ← [[Foundation Model]]
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- [[Amazon Bedrock]] ← hosts ← [[Foundation Model]]
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- [[Foundation Model]] ← supports ← [[Fine-Tuning]]
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- [[Foundation Model]] ← supports ← [[RAG]]
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