Updated links

06-text-generation-apps/README.md

@@ -86,8 +86,8 @@ pip install openai
 
 You need to carry out the following steps:
 
-- Create an account on Azure <https://azure.microsoft.com/free/>.
-- Gain access to Azure Open AI. Go to <https://learn.microsoft.com/en-us/azure/ai-services/openai/overview#how-do-i-get-access-to-azure-openai?WT.mc_id=academic-105485-koreyst> and request access.
+- Create an account on Azure [https://azure.microsoft.com/free/](https://azure.microsoft.com/free/?WT.mc_id=academic-105485-koreyst).
+- Gain access to Azure Open AI. Go to [https://learn.microsoft.com/en-us/azure/ai-services/openai/overview#how-do-i-get-access-to-azure-openai](https://learn.microsoft.com/en-us/azure/ai-services/openai/overview#how-do-i-get-access-to-azure-openai?WT.mc_id=academic-105485-koreyst) and request access.
 
   > [!NOTE]
   > At the time of writing, you need to apply for access to Azure Open AI.
@@ -174,7 +174,7 @@ Now that we learned how to setup and configure openai, it's time to build your f
     > If you're using Windows type `venv\Scripts\activate` instead of `source venv/bin/activate`.
 
     > [!NOTE]
-    > locate your Azure Open AI key by going to https://portal.azure.com/ and search for `Open AI` and select the `Open AI resource` and then select `Keys and Endpoint` and copy the `Key 1` value.
+    > locate your Azure Open AI key by going to [https://portal.azure.com/](https://portal.azure.com/?WT.mc_id=academic-105485-koreyst) and search for `Open AI` and select the `Open AI resource` and then select `Keys and Endpoint` and copy the `Key 1` value.
 
 1. Create a *app.py* file and give it the following code:
 
@@ -654,6 +654,6 @@ When working on the assignment, try vary the temperature, try set it to 0, 0.5 a
 
 ## Great Work! Continue Your Learning
 
-Want to learn more about about creating text generation applications? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+Want to learn more about 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 the Lesson 7 where we will look at how to [build chat applications](/7-building-chat-applications/README.md)!
+Head over to the Lesson 7 where we will look at how to [build chat applications](/7-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst)!

07-building-chat-applications/README.md

@@ -12,7 +12,7 @@ Chat applications have become integrated into our daily lives, offering more tha
 Some questions we need answered are:
 
 - **Building the app**.  How do we efficiently build and seamlessly integrate these AI-powered applications for specific use cases?  
-- **Monitoring**. Once deployed, how can we monitor and ensure that the applications are operating at the highest level of quality, both in terms of functionality and adhering to the [six principles of responsible AI](https://www.microsoft.com/ai/responsible-ai)?
+- **Monitoring**. Once deployed, how can we monitor and ensure that the applications are operating at the highest level of quality, both in terms of functionality and adhering to the [six principles of responsible AI](https://www.microsoft.com/ai/responsible-ai?WT.mc_id=academic-105485-koreyst)?
 
 As we move further into an age defined by automation and seamless human-machine interactions, understanding how generative AI transforms the scope, depth, and adaptability of chat applications becomes essential. This lesson will investigate the aspects of architecture that support these intricate systems, delve into the methodologies for fine-tuning them for domain-specific tasks, and evaluate the metrics and considerations pertinent to ensuring responsible AI deployment.
 
@@ -176,10 +176,10 @@ Microsoft's approach to Responsible AI has identified six principles that should
 
 ## Assignment
 
-See [assignment](./notebook-azure-openai.ipynb) it will take you through a series of exercises from running your first chat prompts, to classifying and summarizing text and more.
+See [assignment](./notebook-azure-openai.ipynb?WT.mc_id=academic-105485-koreyst) it will take you through a series of exercises from running your first chat prompts, to classifying and summarizing text and more.
 
 ## Great Work! Continue the Journey
 
-Want to learn more about creating chat applications with Generative AI? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+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)!
+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)!

08-building-search-applications/README.md

@@ -61,7 +61,7 @@ We'd pass the text to the OpenAI Embedding API and it would return the following
 
 ## How is the Embedding index created?
 
-The Embedding index for this lesson was created with a series of Python scripts. You'll find the scripts along with instructions in the [README](./scripts/README.md) in the 'scripts` folder for this lesson. You don't need to run these scripts to complete this lesson as the Embedding Index is provided for you.
+The Embedding index for this lesson was created with a series of Python scripts. You'll find the scripts along with instructions in the [README](./scripts/README.md?WT.mc_id=academic-105485-koreyst) in the 'scripts` folder for this lesson. You don't need to run these scripts to complete this lesson as the Embedding Index is provided for you.
 
 The scripts perform the following operations:
 
@@ -150,14 +150,14 @@ az cognitiveservices account deployment create \
 
 ## Solution
 
-Open the [solution notebook](./solution.ipynb) in GitHub Codespaces and follow the instructions in the Jupyter Notebook.
+Open the [solution notebook](./solution.ipynb?WT.mc_id=academic-105485-koreyst) in GitHub Codespaces and follow the instructions in the Jupyter Notebook.
 
 When you run the notebook, you'll be prompted to enter a query. The input box will look like this:
 
 ![Input box for the user to input a query](media/notebook_search.png)
 
 ## Great Work! Continue Your Learning 
 
-Want to learn more about how to build search applications? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+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 the Lesson 9 where we will look at how to [build image generation applications](/09-building-image-applications/README.md)!
+Head over to the 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)!

09-building-image-applications/README.md

@@ -463,6 +463,6 @@ except openai.error.InvalidRequestError as err:
 
 ## Great Work! Continue Your Learning
 
-Want to learn more about how to build Image Generation apps? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+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))
+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

@@ -239,6 +239,6 @@ To learn how to use this AI Model in Power Automate, go through the [Add intelli
 
 ## Great Work! Continue Your Learning
 
-Want to learn more about building low-code Generative AI apps? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+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)!
+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)!

11-integrating-with-function-calling/README.md

@@ -446,6 +446,6 @@ To continue your learning of Azure Open AI Function Calling you can build:
 
 ## Great Work! Continue the Journey
 
-Want to learn more about different Function Calling? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+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 the Lesson 12 where we will look at how to [design UX for AI applications](/12-designing-ux-for-ai-applications/README.md)!
+Head over to the 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)!

12-designing-ux-for-ai-applications/README.md

@@ -116,6 +116,6 @@ Take any AI apps you've built so far, consider implementing the below steps in y
 
 ## Congratulations, you have finished this course
 
-Want to learn more about designing UX for AI Applications? Go to the [continued learning page](../13-continued-learning/README.md) to find other great resources on this topic.
+Want to learn more about designing UX for AI 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.
 
 Congratulations, you have completed this course! The building should not stop here. Hopefully you have been inspired to start building your own Generative AI startup. Head over to the [Microsoft Founders Hub](https://aka.ms/genai-foundershub) and apply for the program to receive support on your journey.