fix: broken links

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)!

03-using-generative-ai-responsibly/README.MD → 03-using-generative-ai-responsibly/README.md

@@ -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](/4-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)!

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)!

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](/6-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)

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](/7-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)!

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](/8-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)!

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 the 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 the 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)

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

README.md

@@ -65,16 +65,16 @@ Here are ways you can contribute to 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 
+| 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 
 | 04 | [Understanding Prompt Engineering Fundamentals](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Code/Concept:** Hands-on application of Prompt Engineering Best Practices  |  Understand prompt structure & usage|  
 | 05 | [Creating Advanced Prompts](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Code/Concept:** Extend your knowledge of prompt engineering by applying different techniques to your prompts | Apply prompt engineering techniques that improve the outcome of your prompts.| 
 | 06 | [Building Text Generation Applications](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst)  | **Code:** Build a text generation app using Azure OpenAI  | Understand how to efficiently use tokens and temperature to vary the model's output | |
 | 07 | [Building Chat Applications](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Code**: Techniques for efficiently building and integrating chat applications.| Identify key metrics and considerations to effectively monitor and maintain the quality of AI-powered chat applications| 
 | 08 | [Building Search Apps Vector Databases](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Code**: Semantic vs Keyword search.  What are text embeddings and how do they apply to search  | Create an application that uses Embeddings to search for data. | 
 | 09 | [Building Image Generation Applications](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst)  | **Code:** Image generation and why it's useful in building applications| Build an image generation application | 
-| 10 | [Building Low Code AI Applications](./10-building-low-code-ai-applications?WT.mc_id=academic-105485-koreyst)  | **Low Code:** Introduction to Generative AI in Power Platform | Build a Student Assignment Tracker App for our education startup with Low Code | |
-| 11 | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling?WT.mc_id=academic-105485-koreyst)  | **Code:** What is function calling and its use cases for applications  | Setup a function call to retrieve data from an external API | |
-| 12 | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications?WT.mc_id=academic-105485-koreyst) | **Concept:** Designing AI Applications for Trust and Transparency | Apply UX design principles when developing Generative AI Applications | |
+| 10 | [Building Low Code AI Applications](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst)  | **Low Code:** Introduction to Generative AI in Power Platform | Build a Student Assignment Tracker App for our education startup with Low Code | |
+| 11 | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst)  | **Code:** What is function calling and its use cases for applications  | Setup a function call to retrieve data from an external API | |
+| 12 | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Concept:** Designing AI Applications for Trust and Transparency | Apply UX design principles when developing Generative AI Applications | |
 | xx | [Continue Your Learning](./13-continued-learning/README.md?WT.mc_id=academic-105485-koreyst)  | Links to continue your learning from each lesson! | Mastering your Generative AI skills | |