Deephonk Stemcast -- Modern AI 18 RAG: Giving Models External Memory

Deephonk Stemcast -- Modern AI 18 RAG: Giving Models External Memory
Modern AI: Foundations, Learning, and Systems
Episode 18 RAG: Giving Models External Memory
RAG：让模型拥有外部记忆
Detailed Episode Outline 详细内容纲要

Part I: The Memory Problem (2pgs)

What LLMs Forget LLM遗忘什么

Why RAG? 为何需要RAG？

Part II: Embedding & Retrieval (3pgs)
3. Dense Retrieval 稠密检索
4. Semantic Search 语义搜索
5. K-NN & K-Graph K近邻与K图

Part III: Vector DB & Lab (4pgs)
6. Vector Databases 向量数据库
7. Building a RAG System 构建RAG系统
8. Lab: End-to-End RAG 实验：端到端RAG
9. Summary & Discussion 总结与讨论

Видео Deephonk Stemcast -- Modern AI 18 RAG: Giving Models External Memory канала Deephonk Stem