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---
title: "Foundation Model"
type: concept
tags: [AI, generative-AI, ML]
sources: [public-cloud-learning-sessions-introduction-to-artificial-intelligence-ai-machine-learning-20240206]
last_updated: 2024-02-06
---
## Summary
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。
## Definition
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。
## Key Attributes
- **参数规模**:数十亿参数
- **训练方式**:大规模预训练
- **特点**:零样本学习、少样本学习、多任务能力
- **代表模型**Amazon Titan、GPT-4、Claude、Llama
## Connections
- [[AI]] ← powers ← [[Foundation Model]]
- [[Generative AI]] ← powered_by ← [[Foundation Model]]
- [[Amazon Bedrock]] ← hosts ← [[Foundation Model]]
- [[Foundation Model]] ← supports ← [[Fine-Tuning]]
- [[Foundation Model]] ← supports ← [[RAG]]