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diff --git a/README.md b/README.md
diff --git a/content/Finetuning Large Language Models/readme.md b/content/Finetuning Large Language Models/readme.md
diff --git a/content/Prompt Engineering for Developer/readme.md b/content/Prompt Engineering for Developer/readme.md
diff --git a/...Prompt Engineering for Developer/1. 简介.md → content/必修一-/1. 简介.md b/...Prompt Engineering for Developer/1. 简介.md → content/必修一-/1. 简介.md
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diff --git a/...Prompt Engineering for Developer/9. 总结.md → content/必修一-/9. 总结.md b/...Prompt Engineering for Developer/9. 总结.md → content/必修一-/9. 总结.md
diff --git a/content/必修一-/readme.md b/content/必修一-/readme.md
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+# 面向开发者的提示工程
+
+本教程为吴恩达《ChatGPT Prompt Engineering for Developers》课程中文版，主要内容为指导开发者如何构建 Prompt 并基于 OpenAI API 构建新的、基于 LLM 的应用，包括：
+
+- 书写 Prompt 的原则
+- 文本总结（如总结用户评论）；
+- 文本推断（如情感分类、主题提取）；
+- 文本转换（如翻译、自动纠错）；
+- 扩展（如书写邮件）
+
+**目录：**
+
+1. 简介 Introduction @邹雨衡
+2. Prompt 的构建原则 Guidelines @邹雨衡
+3. 如何迭代优化 Prompt Itrative @邹雨衡
+4. 文本总结 Summarizing @玉琳
+5. 文本推断 @长琴
+6. 文本转换 Transforming @玉琳
+7. 文本扩展 Expand @邹雨衡
+8. 聊天机器人 @长琴
+9. 总结 @长琴
+
+附1 使用 ChatGLM 学习 @宋志学
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diff --git a/...lication Development/1.简介 Introduction.md → ...lication Development/1.简介 Introduction.md b/...lication Development/1.简介 Introduction.md → ...lication Development/1.简介 Introduction.md
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diff --git a/...pment/5.基于文档的问答 Question and Answer.ipynb → ...pment/5.基于文档的问答 Question and Answer.ipynb b/...pment/5.基于文档的问答 Question and Answer.ipynb → ...pment/5.基于文档的问答 Question and Answer.ipynb
diff --git a/...ication Development/6.评估 Evaluation.ipynb → ...ication Development/6.评估 Evaluation.ipynb b/...ication Development/6.评估 Evaluation.ipynb → ...ication Development/6.评估 Evaluation.ipynb
diff --git a/... Application Development/7.代理 Agent.ipynb → ... Application Development/7.代理 Agent.ipynb b/... Application Development/7.代理 Agent.ipynb → ... Application Development/7.代理 Agent.ipynb
diff --git a/...pplication Development/8.总结 Conclusion.md → ...pplication Development/8.总结 Conclusion.md b/...pplication Development/8.总结 Conclusion.md → ...pplication Development/8.总结 Conclusion.md
diff --git a/...LLM Application Development/data/Data.csv → ...LLM Application Development/data/Data.csv b/...LLM Application Development/data/Data.csv → ...LLM Application Development/data/Data.csv
diff --git a/...ment/data/OutdoorClothingCatalog_1000.csv → ...ment/data/OutdoorClothingCatalog_1000.csv b/...ment/data/OutdoorClothingCatalog_1000.csv → ...ment/data/OutdoorClothingCatalog_1000.csv
diff --git a/...ication Development/data/product_data.csv → ...ication Development/data/product_data.csv b/...ication Development/data/product_data.csv → ...ication Development/data/product_data.csv
diff --git a/...for LLM Application Development/readme.md → ...for LLM Application Development/readme.md b/...for LLM Application Development/readme.md → ...for LLM Application Development/readme.md
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 吴恩达老师发布的大模型开发新课程，指导开发者如何结合框架LangChain 使用 ChatGPT API 来搭建基于 LLM 的应用程序，帮助开发者学习使用 LangChain 的一些技巧，包括：模型、提示和解析器，应用程序所需要用到的存储，搭建模型链，基于文档的问答系统，评估与代理等。
 
 ### 目录
+
 1. 简介 Introduction @Sarai
 2. 模型、提示和解析器 Models, Prompts and Output Parsers @Joye
 3. 存储 Memory @徐虎

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diff --git a/...ata/docs/matplotlib/第一回：Matplotlib初相识.pdf → ...ata/docs/matplotlib/第一回：Matplotlib初相识.pdf b/...ata/docs/matplotlib/第一回：Matplotlib初相识.pdf → ...ata/docs/matplotlib/第一回：Matplotlib初相识.pdf
diff --git a/...Your Data/docs/matplotlib/第三回：布局格式定方圆.pdf → ...Your Data/docs/matplotlib/第三回：布局格式定方圆.pdf b/...Your Data/docs/matplotlib/第三回：布局格式定方圆.pdf → ...Your Data/docs/matplotlib/第三回：布局格式定方圆.pdf
diff --git a/...Your Data/docs/matplotlib/第二回：艺术画笔见乾坤.pdf → ...Your Data/docs/matplotlib/第二回：艺术画笔见乾坤.pdf b/...Your Data/docs/matplotlib/第二回：艺术画笔见乾坤.pdf → ...Your Data/docs/matplotlib/第二回：艺术画笔见乾坤.pdf
diff --git a/..., Lecture 1 - Andrew Ng (Autumn 2018).m4a → ..., Lecture 1 - Andrew Ng (Autumn 2018).m4a b/..., Lecture 1 - Andrew Ng (Autumn 2018).m4a → ..., Lecture 1 - Andrew Ng (Autumn 2018).m4a
diff --git a/...t/LangChain Chat with Your Data/readme.md → ...四-LangChain Chat with Your Data/readme.md b/...t/LangChain Chat with Your Data/readme.md → ...四-LangChain Chat with Your Data/readme.md
@@ -1,4 +1,4 @@
-# 吴恩达新课程《Langchain Chat with Your Data》
+# 使用 LangChain 访问个人数据
 
 吴恩达《LangChain Chat With your Data》课程中文版，主要内容为在 LangChain 应用开发课程基础上，讲解如何使用 LangChain 来整合自己的私有数据，包括：加载并切割本地文档；向量数据库与词向量；检索回答；基于私有数据的问答与聊天等。
 

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diff --git a/...with Chroma/4. 查询扩展 Query Expansion.ipynb → ...with Chroma/4. 查询扩展 Query Expansion.ipynb b/...with Chroma/4. 查询扩展 Query Expansion.ipynb → ...with Chroma/4. 查询扩展 Query Expansion.ipynb
diff --git a/... 交叉编码器的重排序 Cross-encoder re-ranking.ipynb → ... 交叉编码器的重排序 Cross-encoder re-ranking.ipynb b/... 交叉编码器的重排序 Cross-encoder re-ranking.ipynb → ... 交叉编码器的重排序 Cross-encoder re-ranking.ipynb
diff --git a/... Chroma/6. 嵌入适配器 Embedding Adaptors.ipynb → ... Chroma/6. 嵌入适配器 Embedding Adaptors.ipynb b/... Chroma/6. 嵌入适配器 Embedding Adaptors.ipynb → ... Chroma/6. 嵌入适配器 Embedding Adaptors.ipynb
diff --git a/...I with Chroma/7. 其他技术 Other techniques.md → ...I with Chroma/7. 其他技术 Other techniques.md b/...I with Chroma/7. 其他技术 Other techniques.md → ...I with Chroma/7. 其他技术 Other techniques.md
diff --git a/...or AI with Chroma/data/2024年北京市政府工作报告.pdf → ...or AI with Chroma/data/2024年北京市政府工作报告.pdf b/...or AI with Chroma/data/2024年北京市政府工作报告.pdf → ...or AI with Chroma/data/2024年北京市政府工作报告.pdf
diff --git a/...oma/data/microsoft_annual_report_2022.pdf → ...oma/data/microsoft_annual_report_2022.pdf b/...oma/data/microsoft_annual_report_2022.pdf → ...oma/data/microsoft_annual_report_2022.pdf
diff --git a/...rieval for AI with Chroma/helper_utils.py → ...rieval for AI with Chroma/helper_utils.py b/...rieval for AI with Chroma/helper_utils.py → ...rieval for AI with Chroma/helper_utils.py
diff --git a/... with Chroma/images/Embedding Adapter.png → ... with Chroma/images/Embedding Adapter.png b/... with Chroma/images/Embedding Adapter.png → ... with Chroma/images/Embedding Adapter.png
diff --git a/...ages/Expansion with generated answers.png → ...ages/Expansion with generated answers.png b/...ages/Expansion with generated answers.png → ...ages/Expansion with generated answers.png
diff --git a/...mages/Expansion with multiple queries.png → ...mages/Expansion with multiple queries.png b/...mages/Expansion with multiple queries.png → ...mages/Expansion with multiple queries.png
diff --git a/...al for AI with Chroma/images/RAG运行原理图.png → ...al for AI with Chroma/images/RAG运行原理图.png b/...al for AI with Chroma/images/RAG运行原理图.png → ...al for AI with Chroma/images/RAG运行原理图.png
diff --git a/... for AI with Chroma/images/交叉编码器运行原理图.png → ... for AI with Chroma/images/交叉编码器运行原理图.png b/... for AI with Chroma/images/交叉编码器运行原理图.png → ... for AI with Chroma/images/交叉编码器运行原理图.png
diff --git a/...AI with Chroma/images/基于Chroma的高级检索技术.png → ...AI with Chroma/images/基于Chroma的高级检索技术.png b/...AI with Chroma/images/基于Chroma的高级检索技术.png → ...AI with Chroma/images/基于Chroma的高级检索技术.png
diff --git a/...eval for AI with Chroma/images/重排序原理图.png → ...eval for AI with Chroma/images/重排序原理图.png b/...eval for AI with Chroma/images/重排序原理图.png → ...eval for AI with Chroma/images/重排序原理图.png
diff --git a/content/选修-Advanced Retrieval for AI with Chroma/readme.md b/content/选修-Advanced Retrieval for AI with Chroma/readme.md
@@ -0,0 +1,11 @@
+# 基于 Chroma 的高级检索
+
+**目录：**
+
+1. 简介 Introduction @邓宇文
+2. 基于嵌入的检索技术概述 Overview of Embeddings-based retrieval @周景林
+3. 检索陷阱 Pitfalls of retrieval @邓宇文
+4. 查询扩展 Query Expansion @左春生
+5. 交叉编码器的重排序 Cross-encoder re-ranking @周景林
+6. 嵌入适配器 Embedding Adaptors @左春生
+7. 其他技术 Other Techniques @邓宇文
diff --git a/...cations with Gradio/1. 简介 Introduction.md → ...cations with Gradio/1. 简介 Introduction.md b/...cations with Gradio/1. 简介 Introduction.md → ...cations with Gradio/1. 简介 Introduction.md
diff --git a/...adio/2. 图片总结应用 Image captioning app.ipynb → ...adio/2. 图片总结应用 Image captioning app.ipynb b/...adio/2. 图片总结应用 Image captioning app.ipynb → ...adio/2. 图片总结应用 Image captioning app.ipynb
diff --git a/...务 NLP tasks with a simple interface.ipynb → ...务 NLP tasks with a simple interface.ipynb b/...务 NLP tasks with a simple interface.ipynb → ...务 NLP tasks with a simple interface.ipynb
diff --git a/...io/4. 图像生成应用程序 Image Generation APP.ipynb → ...io/4. 图像生成应用程序 Image Generation APP.ipynb b/...io/4. 图像生成应用程序 Image Generation APP.ipynb → ...io/4. 图像生成应用程序 Image Generation APP.ipynb
diff --git a/... 描述与生成游戏 Descirbe and Generate Game.ipynb → ... 描述与生成游戏 Descirbe and Generate Game.ipynb b/... 描述与生成游戏 Descirbe and Generate Game.ipynb → ... 描述与生成游戏 Descirbe and Generate Game.ipynb
diff --git a/...radio/6. 与任意LLM交流 Chat_with_any_LLM.ipynb → ...radio/6. 与任意LLM交流 Chat_with_any_LLM.ipynb b/...radio/6. 与任意LLM交流 Chat_with_any_LLM.ipynb → ...radio/6. 与任意LLM交流 Chat_with_any_LLM.ipynb
diff --git a/...erative AI Applications with Gradio/6.txt → ...erative AI Applications with Gradio/6.txt b/...erative AI Applications with Gradio/6.txt → ...erative AI Applications with Gradio/6.txt
diff --git a/...lications with Gradio/7. 总结 Conclusion.md → ...lications with Gradio/7. 总结 Conclusion.md b/...lications with Gradio/7. 总结 Conclusion.md → ...lications with Gradio/7. 总结 Conclusion.md
diff --git a/...ations with Gradio/images/ch06_animal.png → ...ations with Gradio/images/ch06_animal.png b/...ations with Gradio/images/ch06_animal.png → ...ations with Gradio/images/ch06_animal.png
diff --git a/... Gradio/images/ch06_animal_in_context.png → ... Gradio/images/ch06_animal_in_context.png b/... Gradio/images/ch06_animal_in_context.png → ... Gradio/images/ch06_animal_in_context.png
diff --git a/...cations with Gradio/images/ch06_law_1.png → ...cations with Gradio/images/ch06_law_1.png b/...cations with Gradio/images/ch06_law_1.png → ...cations with Gradio/images/ch06_law_1.png
diff --git a/...cations with Gradio/images/ch06_law_2.png → ...cations with Gradio/images/ch06_law_2.png b/...cations with Gradio/images/ch06_law_2.png → ...cations with Gradio/images/ch06_law_2.png
diff --git a/...cations with Gradio/images/ch06_law_3.png → ...cations with Gradio/images/ch06_law_3.png b/...cations with Gradio/images/ch06_law_3.png → ...cations with Gradio/images/ch06_law_3.png
diff --git a/...ications with Gradio/images/ch06_math.png → ...ications with Gradio/images/ch06_math.png b/...ications with Gradio/images/ch06_math.png → ...ications with Gradio/images/ch06_math.png
diff --git a/...Gradio/images/ch06_math_with_template.png → ...Gradio/images/ch06_math_with_template.png b/...Gradio/images/ch06_math_with_template.png → ...Gradio/images/ch06_math_with_template.png
diff --git a/content/选修-Building Generative AI Applications with Gradio/readme.md b/content/选修-Building Generative AI Applications with Gradio/readme.md
@@ -0,0 +1,13 @@
+# 使用 Gradio 搭建生成式 AI 应用
+
+注：吴恩达《Building Generative AI Applications with Gradio》课程中文版
+
+ **目录：**
+
+1. 简介 Introduction @韩颐堃
+2. 图像总结应用 Image Captioning App @宋志学
+3. NLP 任务接口 NLP Tasks Interface @宋志学
+4. 图像生成应用 Image Generation App @小饭同学
+5. 描述与生成游戏 Describe and Generate Game @小饭同学
+6. 与任意 LLM 交流 Chat with Any LLM @韩颐堃
+7. 总结 Conclusion @韩颐堃