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diff --git a/01-introduction-to-genai/README.md b/01-introduction-to-genai/README.md
@@ -128,5 +128,4 @@ A: 3, an LLM is non-deterministic, the response vary, however, you can control i
 
 Want to learn more about different Generative AI concepts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic. 
 
-Head over to Lesson 2 where we will look at how to [explore and compare different LLM types](/02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst)! 
-
+Head over to Lesson 2 where we will look at how to [explore and compare different LLM types](../02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/02-exploring-and-comparing-different-llms/README.md b/02-exploring-and-comparing-different-llms/README.md
@@ -194,4 +194,4 @@ Read up more on how you can [use RAG](https://learn.microsoft.com/azure/search/r
 
 Want to learn more about different Generative AI concepts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 3 where we will look at how to [build with Generative AI Responsibly](/03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 3 where we will look at how to [build with Generative AI Responsibly](../03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/02-exploring-and-comparing-different-llms/translations/cn/README.md b/02-exploring-and-comparing-different-llms/translations/cn/README.md
@@ -198,4 +198,4 @@ A：3，如果您有时间和资源以及高质量的数据，微调是保持最
 
 想要了解更多关于不同的生成人工智能概念吗？ 转至[进阶学习的页面](../../../13-continued-learning/translations/cn/README.md) 查找有关本章的其他重要资源。
 
-前往第三章，我们将了解如何[负责任地使用生成式 AI 进行应用构建](../../../03-using-generative-ai-responsibly/translations/cn/README.MD)！
+前往第三章，我们将了解如何[负责任地使用生成式 AI 进行应用构建](../../../03-using-generative-ai-responsibly/translations/cn/README.md)！
diff --git a/03-using-generative-ai-responsibly/README.md b/03-using-generative-ai-responsibly/README.md
@@ -44,7 +44,7 @@ Let's take for example we build a feature for our startup that allows students t
 
 The model produces a response like the one below:
 
-![Prompt saying "Who was the sole survivor of the Titanic"](/03-using-generative-ai-responsibly/images/2135-ChatGPT(1)_11zon.webp)
+![Prompt saying "Who was the sole survivor of the Titanic"](../03-using-generative-ai-responsibly/images/2135-ChatGPT(1)_11zon.webp)
 
 > *(Source: [Flying bisons](https://flyingbisons.com))*
 
@@ -130,4 +130,4 @@ Read up on [Azure AI Content Saftey](https://learn.microsoft.com/azure/ai-servic
 
 Want to learn more about how to build with Generative AI responsibly? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 4 where we will look at [Prompt Engineering Fundamentals](/04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 4 where we will look at [Prompt Engineering Fundamentals](../04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/03-using-generative-ai-responsibly/translations/cn/README.MD b/03-using-generative-ai-responsibly/translations/cn/README.MD
@@ -44,7 +44,7 @@
 
 该模型产生如下响应：
 
-![提示说“谁是泰坦尼克号的唯一幸存者”](/03-using-generative-ai-responsibly/images/2135-ChatGPT(1)_11zon.webp)
+![提示说“谁是泰坦尼克号的唯一幸存者”](../../../03-using-generative-ai-responsibly/images/2135-ChatGPT(1)_11zon.webp)
 
 > *（来源：[飞翔的野牛](https://flyingbisons.com))*
 

diff --git a/04-prompt-engineering-fundamentals/README.md b/04-prompt-engineering-fundamentals/README.md
@@ -398,4 +398,4 @@ See if you can leverage the "cue" technique with the prompt: Complete the senten
 
 Want to learn more about different Prompt Engineering concepts? Go to the [contiuned learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 5 where we will look at [advance prompting techniques](/05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 5 where we will look at [advance prompting techniques](../05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/05-advanced-prompts/README.md b/05-advanced-prompts/README.md
@@ -621,4 +621,4 @@ You just used the self-refine technique in the assignment. Take any program you
 
 Want to learn more about creating advanced prompts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 6 where we will apply our knowledge of Prompt Engineering by [building text generation apps](/06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)
+Head over to Lesson 6 where we will apply our knowledge of Prompt Engineering by [building text generation apps](../06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)
diff --git a/06-text-generation-apps/README.md b/06-text-generation-apps/README.md
@@ -656,4 +656,4 @@ When working on the assignment, try to vary the temperature, try set it to 0, 0.
 
 Want to learn more about creating text generation applications? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 7 where we will look at how to [build chat applications](/07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 7 where we will look at how to [build chat applications](../07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/07-building-chat-applications/README.md b/07-building-chat-applications/README.md
@@ -182,4 +182,4 @@ See [assignment](./notebook-azure-openai.ipynb?WT.mc_id=academic-105485-koreyst)
 
 Want to learn more about creating chat applications with Generative AI? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 8 to see how you can start  [building search applications](/08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 8 to see how you can start  [building search applications](../08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/08-building-search-applications/README.md b/08-building-search-applications/README.md
@@ -160,4 +160,4 @@ When you run the notebook, you'll be prompted to enter a query. The input box wi
 
 Want to learn more about how to build search applications? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 9 where we will look at how to [build image generation applications](/09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 9 where we will look at how to [build image generation applications](../09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/09-building-image-applications/README.md b/09-building-image-applications/README.md
@@ -465,4 +465,4 @@ except openai.error.InvalidRequestError as err:
 
 Want to learn more about how to build Image Generation apps? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 10 where we will look at how to [build AI applications with low-code](/10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)
+Head over to Lesson 10 where we will look at how to [build AI applications with low-code](../10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)
diff --git a/10-building-low-code-ai-applications/README.md b/10-building-low-code-ai-applications/README.md
@@ -241,4 +241,4 @@ To learn how to use this AI Model in Power Automate, go through the [Add intelli
 
 Want to learn more about building low-code Generative AI apps? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 11 where we will look at how to [integrate Generative AI with Function Calling](/11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 11 where we will look at how to [integrate Generative AI with Function Calling](../11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/11-integrating-with-function-calling/README.md b/11-integrating-with-function-calling/README.md
@@ -448,4 +448,4 @@ To continue your learning of Azure Open AI Function Calling you can build:
 
 Want to learn more about different Function Calling? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.
 
-Head over to Lesson 12 where we will look at how to [design UX for AI applications](/12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)!
+Head over to Lesson 12 where we will look at how to [design UX for AI applications](../12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)!
diff --git a/README.md b/README.md
@@ -27,7 +27,7 @@ To get started, [fork this entire repo](https://github.com/microsoft/generative-
 
 Below are the links to each lesson. Feel free to explore and start at any lesson that interests you the most! 
 
-Head to the [Course Setup Page](/00-course-setup/README.md) to find the setup guide that works best for you. 
+Head to the [Course Setup Page](./00-course-setup/README.md) to find the setup guide that works best for you. 
 
 ## 🗣️ Meet Other Learners, Get Support 
 
@@ -62,7 +62,7 @@ Here are ways you can contribute to this course:
 ## 🗃️ Lessons
 |       |              Lesson Link              |                       Concepts Taught                       |                     Learning Goal                 |                             
 | :---: | :------------------------------------: | :---------------------------------------------------------: | ----------------------------------------------------------- |
-| 00 | [Course Introduction - How to Take This Course](/00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | Tech setup and course structure | Setting you up for success while learning in this course| 
+| 00 | [Course Introduction - How to Take This Course](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | Tech setup and course structure | Setting you up for success while learning in this course| 
 | 01 | [Introduction to Generative AI and LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Concept**: Generative AI and how we landed on the current technology landscape|  Understanding what Generative AI is and how Large Language Models (LLMs) work.                    |
 | 02 | [Exploring and comparing different LLMs](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **Concept**: Testing, iterating, and comparing different Large Language Models | Select the right model for your use case | 
 | 03 | [Using Generative AI Responsibly](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)| **Concept:** Understanding the limitations of foundation models and the risks behind AI | Learn how to build Generative AI Applications responsibly 

diff --git a/translation/cn/README.md b/translation/cn/README.md
@@ -50,7 +50,7 @@
 | 00 | [课程介绍](../../00-course-setup/translations/cn/README.md) | 学习环境配置和课程结构 | 在学习本课程的同时帮助您取得成功 | 
 | 01 | [生成式人工智能和 LLM 介绍](../../01-introduction-to-genai//translations/cn/README.md) | **知识点**: 生成式人工智能以及我们如何适应当前的技术格局 | 了解什么是生成式人工智能 以及 LLMs 的工作原理。                 |
 | 02 | [探索和比较不同的 LLMs](../../02-exploring-and-comparing-different-llms/translations/cn/README.md) | **知识点**: 测试、迭代和比较不同的 LLMs 模型 | 为您的应用场景选择正确的模型 |
-| 03 | [负责任地使用生成式人工智能](../../03-using-generative-ai-responsibly/translations/cn/README.MD)| **知识点:** 了解基础模型的局限性和人工智能背后的风险 | 了解如何负责任地构建生成式人工智能应用程序
+| 03 | [负责任地使用生成式人工智能](../../03-using-generative-ai-responsibly/translations/cn/README.md)| **知识点:** 了解基础模型的局限性和人工智能背后的风险 | 了解如何负责任地构建生成式人工智能应用程序
 | 04 | [提示工程基础](../../04-prompt-engineering-fundamentals/translations/cn/README.md) | **代码/知识点:** 提示工程最佳实践| 了解提示结构和用法|
 | 05 | [创建高级的提示工程技巧](../../05-advanced-prompts/translations/cn/README.md) | **代码/知识点:** 通过在提示中应用不同的技术来扩展您的提示工程知识 | 应用提示工程技术来改善提示结果。|
 | 06 | 构建文本生成应用 | **代码:** 使用 Azure OpenAI 构建文本生成应用程序 | 了解如何有效地使用令牌和温度来改变模型的输出 | |
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Expand Up		@@ -128,5 +128,4 @@ A: 3, an LLM is non-deterministic, the response vary, however, you can control i

		Want to learn more about different Generative AI concepts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 2 where we will look at how to [explore and compare different LLM types](/02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst)!

		Head over to Lesson 2 where we will look at how to [explore and compare different LLM types](../02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -194,4 +194,4 @@ Read up more on how you can [use RAG](https://learn.microsoft.com/azure/search/r

		Want to learn more about different Generative AI concepts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 3 where we will look at how to [build with Generative AI Responsibly](/03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 3 where we will look at how to [build with Generative AI Responsibly](../03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -198,4 +198,4 @@ A：3，如果您有时间和资源以及高质量的数据，微调是保持最

		想要了解更多关于不同的生成人工智能概念吗？转至[进阶学习的页面](../../../13-continued-learning/translations/cn/README.md) 查找有关本章的其他重要资源。

		前往第三章，我们将了解如何[负责任地使用生成式 AI 进行应用构建](../../../03-using-generative-ai-responsibly/translations/cn/README.MD)！
		前往第三章，我们将了解如何[负责任地使用生成式 AI 进行应用构建](../../../03-using-generative-ai-responsibly/translations/cn/README.md)！
Original file line number	Diff line number	Diff line change
Expand Up		@@ -398,4 +398,4 @@ See if you can leverage the "cue" technique with the prompt: Complete the senten

		Want to learn more about different Prompt Engineering concepts? Go to the [contiuned learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 5 where we will look at [advance prompting techniques](/05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 5 where we will look at [advance prompting techniques](../05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -621,4 +621,4 @@ You just used the self-refine technique in the assignment. Take any program you

		Want to learn more about creating advanced prompts? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 6 where we will apply our knowledge of Prompt Engineering by [building text generation apps](/06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)
		Head over to Lesson 6 where we will apply our knowledge of Prompt Engineering by [building text generation apps](../06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -656,4 +656,4 @@ When working on the assignment, try to vary the temperature, try set it to 0, 0.

		Want to learn more about creating text generation applications? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 7 where we will look at how to [build chat applications](/07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 7 where we will look at how to [build chat applications](../07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -182,4 +182,4 @@ See [assignment](./notebook-azure-openai.ipynb?WT.mc_id=academic-105485-koreyst)

		Want to learn more about creating chat applications with Generative AI? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 8 to see how you can start [building search applications](/08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 8 to see how you can start [building search applications](../08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -160,4 +160,4 @@ When you run the notebook, you'll be prompted to enter a query. The input box wi

		Want to learn more about how to build search applications? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 9 where we will look at how to [build image generation applications](/09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 9 where we will look at how to [build image generation applications](../09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)!
Original file line number	Diff line number	Diff line change
Expand Up		@@ -465,4 +465,4 @@ except openai.error.InvalidRequestError as err:

		Want to learn more about how to build Image Generation apps? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 10 where we will look at how to [build AI applications with low-code](/10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)
		Head over to Lesson 10 where we will look at how to [build AI applications with low-code](../10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -241,4 +241,4 @@ To learn how to use this AI Model in Power Automate, go through the [Add intelli

		Want to learn more about building low-code Generative AI apps? Go to the [continued learning page](../13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst) to find other great resources on this topic.

		Head over to Lesson 11 where we will look at how to [integrate Generative AI with Function Calling](/11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst)!
		Head over to Lesson 11 where we will look at how to [integrate Generative AI with Function Calling](../11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst)!