大模型应用开发：RAG入门与实战_札记.docxVIP

《大模型应用开发：RAG入门与实战》阅读笔记

目录

1.内容概览................................................2

2.RAG框架基础.............................................2

2.1RAG的主要组件........................................3

2.2RAG的工作原理........................................5

3.环境搭建与安装..........................................6

3.1系统需求.............................................7

3.2安装RAG框架..........................................8

3.3案例环境设置.........................................9

4.RAG模型训练............................................10

4.1数据准备............................................12

4.2训练流程............................................13

4.3常见问题与解决方案..................................14

5.应用开发实战...........................................15

5.1应用场景分析........................................16

5.2实战项目需求分析....................................17

5.3实战项目开发流程....................................19

5.4实战项目任务分配....................................19

6.实时交互与推荐系统.....................................20

6.1实时交互机制........................................22

6.2推荐系统实现........................................23

6.3交互与推荐系统的优化................................24

7.安全性与隐私保护.......................................25

7.1安全性挑战..........................................26

7.2隐私保护措施........................................27

7.3案例研究............................................29

8.云部署与维护...........................................30

8.1云平台的选择........................................31

8.2部署流程............................................33

8.3系统维护与监控......................................34

9.案例分析...............................................35

9.1案例简介............................................36

9.2案例分析............................................37

9.3案例评估与优化......................................38

10.未来趋势与展望........................................39

10.1技术发展趋势.......................................40

10.2行业应用展望...............................