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diff --git a/01-introduction-to-genai/README.md b/01-introduction-to-genai/README.md
@@ -1,6 +1,6 @@
 # Introduction to Generative AI and Large Language Models
 
-[![Introduction to Generative AI and Large Language Models](./images/genai_course_1[83].png)](https://youtu.be/vf_mZrn8ibc)
+[![Introduction to Generative AI and Large Language Models](./images/01-lesson-banner.png)](https://youtu.be/vf_mZrn8ibc)
 
 *(Click the image above to view video of this lesson)*
 

diff --git a/01-introduction-to-genai/images/01-lesson-banner.png b/01-introduction-to-genai/images/01-lesson-banner.png
diff --git a/02-exploring-and-comparing-different-llms/README.md b/02-exploring-and-comparing-different-llms/README.md
@@ -1,6 +1,6 @@
 # Exploring and comparing different LLMs
 
-[![Exploring and comparing different LLMs](./images/genai_course_2[56].png)](https://youtu.be/J1mWzw0P74c)
+[![Exploring and comparing different LLMs](./images/02-lesson-banner.png)](https://youtu.be/J1mWzw0P74c)
 
 *(Click the image above to view video of this lesson)*
 

diff --git a/02-exploring-and-comparing-different-llms/images/02-lesson-banner.png b/02-exploring-and-comparing-different-llms/images/02-lesson-banner.png
diff --git a/02-exploring-and-comparing-different-llms/images/genai_course_2[56].png b/02-exploring-and-comparing-different-llms/images/genai_course_2[56].png
diff --git a/04-prompt-engineering-fundamentals/README.md b/04-prompt-engineering-fundamentals/README.md
@@ -1,6 +1,6 @@
 # Prompt Engineering Fundamentals 
 
-[![Prompt Engineering Fundamentals ](./img/genai_course_4[10].png)](https://youtu.be/r2ItK3UMVTk) 
+[![Prompt Engineering Fundamentals ](./img/04-lesson-banner.png)](https://youtu.be/r2ItK3UMVTk) 
 
 
 How you write your prompt to the LLM matters, a carefully crafted prompt can achieve achieve a better result than one that isn't. But what even are these concepts, prompt, prompt engineering and how do I improve what I send to the LLM? Questions like these is what this chapter and the upcoming chapter is looking to answer.

diff --git a/04-prompt-engineering-fundamentals/img/04-lesson-banner.png b/04-prompt-engineering-fundamentals/img/04-lesson-banner.png
diff --git a/04-prompt-engineering-fundamentals/img/genai_course_4[10].png b/04-prompt-engineering-fundamentals/img/genai_course_4[10].png
diff --git a/05-advanced-prompts/README.md b/05-advanced-prompts/README.md
@@ -1,7 +1,7 @@
 # Creating Advanced prompts
 
 
-[![Creating Advanced Prompts](./images/genai_course_5[65].png)](https://youtu.be/32GBH6BTWZQ) 
+[![Creating Advanced Prompts](./images/05-lesson-banner.png)](https://youtu.be/32GBH6BTWZQ) 
 
 Let's recap some learnings from the previous chapter: 
 > Prompt _engineering_ is the process by which we **guide the model towards more relevant responses** by providing more useful instructions or context. 

diff --git a/05-advanced-prompts/images/05-lesson-banner.png b/05-advanced-prompts/images/05-lesson-banner.png
diff --git a/05-advanced-prompts/images/genai_course_5[65].png b/05-advanced-prompts/images/genai_course_5[65].png
diff --git a/06-text-generation-apps/README.md b/06-text-generation-apps/README.md
@@ -1,6 +1,6 @@
 # Building Text Generation Applications 
 
-[![Building Text Generation Applications ](./images/genai_course_6[95].png)](https://youtu.be/5jKHzY6-4s8) 
+[![Building Text Generation Applications ](./images/06-lesson-banner.png)](https://youtu.be/5jKHzY6-4s8) 
 
 *(Click the image above to view video of this lesson)*
 

diff --git a/06-text-generation-apps/images/06-lesson-banner.png b/06-text-generation-apps/images/06-lesson-banner.png
diff --git a/06-text-generation-apps/images/genai_course_6[95].png b/06-text-generation-apps/images/genai_course_6[95].png
diff --git a/07-building-chat-applications/README.md b/07-building-chat-applications/README.md
@@ -1,6 +1,7 @@
 # Building Generative AI-Powered Chat Applications
 
-[![Building Generative AI-Powered Chat Applications](./img/genai_course_7[8].png)](https://youtu.be/Kw4i-tlKMrQ) 
+[![Building Generative AI-Powered Chat Applications](./img/07-lesson-banner.png
+)](https://youtu.be/Kw4i-tlKMrQ) 
 
 *(Click the image above to view video of this lesson)*
 

diff --git a/07-building-chat-applications/img/07-lesson-banner.png b/07-building-chat-applications/img/07-lesson-banner.png
diff --git a/07-building-chat-applications/img/genai_course_7[8].png b/07-building-chat-applications/img/genai_course_7[8].png
diff --git a/10-building-low-code-ai-applications/README.md b/10-building-low-code-ai-applications/README.md
@@ -1,7 +1,7 @@
 # Building Low Code AI Applications
 
 
-[![Building Low Code AI Applications](./images/genai_course_10[68].png)](https://youtu.be/XX8491SAF44) 
+[![Building Low Code AI Applications](./images/10-lesson-banner.png)](https://youtu.be/XX8491SAF44) 
 
 *(Click the image above to view video of this lesson)*
 

diff --git a/10-building-low-code-ai-applications/images/10-lesson-banner.png b/10-building-low-code-ai-applications/images/10-lesson-banner.png
diff --git a/10-building-low-code-ai-applications/images/genai_course_10[68].png b/10-building-low-code-ai-applications/images/genai_course_10[68].png
diff --git a/12-designing-ux-for-ai-applications/README.md b/12-designing-ux-for-ai-applications/README.md
@@ -1,6 +1,6 @@
 # Designing UX for AI Applications
 
-[![Designing UX for AI Applications](./images/genai_course_12[88].png)](https://youtu.be/bO7h2_hOhR0) 
+[![Designing UX for AI Applications](./images/12-lesson-banner.png)](https://youtu.be/bO7h2_hOhR0) 
 
 *(Click the image abvoe to view video of this lesson)*
 
@@ -118,4 +118,4 @@ Take any apps you've built so far, consider implementing the below steps in your
 
 Want to learn more about designing UX for AI Applications? Go to the [contiuned learning page](../13-continued-learning/README.md) to find other great resources on this topic.
 
-Congratulation, 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://www.microsoft.com/en-us/startups) and apply for the program to recieve support on your journey. 
+Congratulation, 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 recieve support on your journey. 
diff --git a/12-designing-ux-for-ai-applications/images/12-lesson-banner.png b/12-designing-ux-for-ai-applications/images/12-lesson-banner.png
diff --git a/13-continued-learning/README.md b/13-continued-learning/README.md
@@ -6,47 +6,49 @@ Missing a great resource? Let us know by submitting a PR!
 
 
 ## Lesson 1  - Introduction to Generative AI and LLMs
-🔗 [How GPT models work: accessible to everyone](https://bea.stollnitz.com/blog/how-gpt-works/)
 
-🔗 [Generative AI: Implication and Applications for Education](https://arxiv.org/abs/2305.07605)
+🔗 [Fundamentals of Generative AI](https://learn.microsoft.com/training/modules/fundamentals-generative-ai/?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [Fundamentals of Generative AI](https://learn.microsoft.com/training/modules/fundamentals-generative-ai/)
+🔗 [How GPT models work: accessible to everyone](https://bea.stollnitz.com/blog/how-gpt-works/?wt.mc_id=github_S-1231_webpage_reacto)
 
+🔗 [Generative AI: Implication and Applications for Education](https://arxiv.org/abs/2305.07605?wt.mc_id=github_S-1231_webpage_reactor)
 
 
 ## Lesson 2 - Exploring and Comparing Different LLM types 
-🔗 [The Large Language Model (LLM) Index | Sapling](https://sapling.ai/llm/index)
 
+🔗 [How to use Open Source foundation models curated by Azure Machine Learning (preview) - Azure Machine Learning | Microsoft Learn](https://learn.microsoft.com/azure/machine-learning/how-to-use-foundation-models?wt.mc_id=github_S-1231_webpage_reactor&view=azureml-api-2)
 
-🔗 [[2304.04052] Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder (arxiv.org)](https://arxiv.org/abs/2304.04052)
 
-🔗 [How to use Open Source foundation models curated by Azure Machine Learning (preview) - Azure Machine Learning | Microsoft Learn](https://learn.microsoft.com/en-us/azure/machine-learning/how-to-use-foundation-models?view=azureml-api-2)
+🔗 [Retrieval Augmented Generation using Azure Machine Learning prompt flow](https://learn.microsoft.com/azure/machine-learning/concept-retrieval-augmented-generation?wt.mc_id=github_S-1231_webpage_reactor&view=azureml-api-2)
 
-🔗 [Retrieval Augmented Generation using Azure Machine Learning prompt flow](https://learn.microsoft.com/en-us/azure/machine-learning/concept-retrieval-augmented-generation?view=azureml-api-2)
+🔗 [Grounding LLMs](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/grounding-llms/ba-p/3843857?wt.mc_id=github_S-1231_webpage_reactor)
+
+🔗 [The Large Language Model (LLM) Index | Sapling](https://sapling.ai/llm/index?wt.mc_id=github_S-1231_webpage_reactor )
+
+
+🔗 [[2304.04052] Decoder-Only or Encoder-Decoder? Interpreting Language Model as a Regularized Encoder-Decoder (arxiv.org)](https://arxiv.org/abs/2304.04052?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [Grounding LLMs](https://techcommunity.microsoft.com/t5/fasttrack-for-azure/grounding-llms/ba-p/3843857)
-
 
  ## Lesson 3 - Using Generative AI Responsibly 
-🔗 [Fundamentals of Responsible Generative AI](https://learn.microsoft.com/en-us/training/modules/responsible-generative-ai/)
+🔗 [Fundamentals of Responsible Generative AI](https://learn.microsoft.com/training/modules/responsible-generative-ai/?wt.mc_id=github_S-1231_webpage_reactor)
 
 🔗 [Being Responsible with Generative AI](https://learn.microsoft.com/en-us/shows/ai-show/being-responsible-with-generative-ai)
 
-🔗 [GPT-4 System Card](https://cdn.openai.com/papers/gpt-4-system-card.pdf)
+🔗 [GPT-4 System Card](https://cdn.openai.com/papers/gpt-4-system-card.pdf?wt.mc_id=github_S-1231_webpage_reactor)
 
 
  ## Lesson 4 - Understanding Prompt Engineering Fundamentals
 
-🔗 [Introduction to Prompt Engineering](https://learn.microsoft.com/azure/ai-services/openai/concepts/prompt-engineering) 
+🔗 [Introduction to Prompt Engineering](https://learn.microsoft.com/azure/ai-services/openai/concepts/prompt-engineering?wt.mc_id=github_S-1231_webpage_reactor) 
 
-🔗 [Prompt Engineering Overview](https://learn.microsoft.com/en-us/semantic-kernel/prompt-engineering/) 
+🔗 [Prompt Engineering Overview](https://learn.microsoft.com/semantic-kernel/prompt-engineering/?wt.mc_id=github_S-1231_webpage_reactor) 
 
-🔗 [Azure OpenAI for Education Prompts](https://techcommunity.microsoft.com/t5/e1.ucation-blog/azure-openai-for-education-prompts-ai-and-a-guide-from-ethan-and/ba-p/3938259) 
+🔗 [Azure OpenAI for Education Prompts](https://techcommunity.microsoft.com/t5/education-blog/azure-openai-for-education-prompts-ai-and-a-guide-from-ethan-and/ba-p/3938259?wt.mc_id=github_S-1231_webpage_reactor ) 
 
 
 
 ## Lesson 5  - Creating Advanced Prompts
-🔗 [Prompt Engineering Techniques](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/advanced-prompt-engineering?pivots=programming-language-chat-completions) 
+🔗 [Prompt Engineering Techniques](https://learn.microsoft.com/azure/ai-services/openai/concepts/advanced-prompt-engineering?wt.mc_id=github_S-1231_webpage_reactor&pivots=programming-language-chat-completions) 
 
 
 ## Lesson 6 - Building Text Generation Applications 
@@ -56,62 +58,58 @@ Missing a great resource? Let us know by submitting a PR!
 ## Lesson 7 - Building Chat Applications
 
 
-🔗 [System message framework and template recommendations for Large Language Models (LLMs)](https://learn.microsoft.com/azure/ai-services/openai/concepts/system-message)
+🔗 [System message framework and template recommendations for Large Language Models (LLMs)](https://learn.microsoft.com/azure/ai-services/openai/concepts/system-message?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [Learn how to work with the GPT-35-Turbo and GPT-4 models](https://learn.microsoft.com/azure/ai-services/openai/how-to/chatgpt?pivots=programming-language-chat-completions)
+🔗 [Learn how to work with the GPT-35-Turbo and GPT-4 models](https://learn.microsoft.com/azure/ai-services/openai/how-to/chatgpt?wt.mc_id=github_S-1231_webpage_reactor&pivots=programming-language-chat-completions)
 
-🔗 [Fine-Tuning language models from human preferences](https://arxiv.org/pdf/1909.08593.pdf) 
+🔗 [Fine-Tuning language models from human preferences](https://arxiv.org/pdf/1909.08593.pdf?wt.mc_id=github_S-1231_webpage_reactor) 
 
-🔗 [OpenAI Fine-Tuning](https://platform.openai.com/docs/guides/fine-tuning/when-to-use-fine-tuning)
+🔗 [OpenAI Fine-Tuning](https://platform.openai.com/docs/guides/fine-tuning/when-to-use-fine-tuning?wt.mc_id=github_S-1231_webpage_reactor )
 
 
 ## Lesson 8 - Building Search Applications
 
-🔗 [OpenAI Embedding API](https://beta.openai.com/docs/api-reference/embeddings)
-
+🔗 [Azure Cognitive Search](https://learn.microsoft.com/training/modules/improve-search-results-vector-search/?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [OpenAI Embedding API Python SDK Documentation](https://openai-python.readthedocs.io/en/latest/)
+🔗 [OpenAI Embedding API](https://platform.openai.com/docs/api-reference/embeddings?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [Azure Cognitive Search](https://learn.microsoft.com/training/modules/improve-search-results-vector-search)
 
-🔗 [Cosine Similarity](https://en.wikipedia.org/wiki/Cosine_similarity)
+🔗 [Cosine Similarity](https://en.wikipedia.org/wiki/Cosine_similarity?wt.mc_id=github_S-1231_webpage_reactor)
 
 
 ## Lesson 9 - Building Image Generation Applications 
 
-🔗  [Generate Images with Azure OpenAI Service](https://learn.microsoft.com/en-us/training/modules/generate-images-azure-openai/)
+🔗  [Generate Images with Azure OpenAI Service](https://learn.microsoft.com/training/modules/generate-images-azure-openai/?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [OpenAI's DALL-E and CLIP 101: A Brief Introduction](https://towardsdatascience.com/openais-dall-e-and-clip-101-a-brief-introduction-3a4367280d4e) 
+🔗 [OpenAI's DALL-E and CLIP 101: A Brief Introduction](https://towardsdatascience.com/openais-dall-e-and-clip-101-a-brief-introduction-3a4367280d4e?wt.mc_id=github_S-1231_webpage_reactor) 
 
-🔗 [OpenAI's CLIP paper](https://arxiv.org/pdf/2103.00020.pdf) 
+🔗 [OpenAI's CLIP paper](https://arxiv.org/pdf/2103.00020.pdf?wt.mc_id=github_S-1231_webpage_reactor) 
 
 
 ## Lesson 10 - Building Low Code AI Applications 
 
-🔗 [Add intelligence with AI Builder and GPT](https://learn.microsoft.com/en-us/training/modules/ai-builder-text-generation/?WT.mc_id=academic-109639-somelezediko)
+🔗 [Add intelligence with AI Builder and GPT](https://learn.microsoft.com/training/modules/ai-builder-text-generation/?wt.mc_id=github_S-1231_webpage_reactor&WT.mc_id=academic-109639-somelezediko)
 
-🔗 [Get Started with AI Builder](https://learn.microsoft.com/training/modules/get-started-with-ai-builder/?WT.mc_id=academic-109639-somelezediko)
+🔗 [Get Started with AI Builder](https://learn.microsoft.com/training/modules/get-started-with-ai-builder/?wt.mc_id=github_S-1231_webpage_reactor&WT.mc_id=academic-109639-somelezediko)
 
-🔗 [Detect Objects with AI Builder](https://learn.microsoft.com/training/modules/get-started-with-ai-builder-object-detection/?WT.mc_id=academic-109639-somelezediko)
+🔗 [Detect Objects with AI Builder](https://learn.microsoft.com/training/modules/get-started-with-ai-builder-object-detection/?wt.mc_id=github_S-1231_webpage_reactor&WT.mc_id=academic-109639-somelezediko )
 
-🔗 [Build a canvas app solution with Copilot in Power Apps](https://learn.microsoft.com/en-us/training/modules/build-canvas-app-real-estate-power-apps-copilot/?WT.mc_id=academic-109639-somelezediko)
+🔗 [Build a canvas app solution with Copilot in Power Apps](https://learn.microsoft.com/training/modules/build-canvas-app-real-estate-power-apps-copilot/?wt.mc_id=github_S-1231_webpage_reactor&WT.mc_id=academic-109639-somelezediko)
 
-🔗 [Power Platform Copilot Prompt Library](https://pnp.github.io/powerplatform-prompts/?WT.mc_id=academic-109639-somelezediko)
+🔗 [Power Platform Copilot Prompt Library](https://pnp.github.io/powerplatform-prompts/?wt.mc_id=github_S-1231_webpage_reactor&WT.mc_id=academic-109639-somelezediko)
 
 ## Lesson 11- Integrating Applications with Function Calling 
 
-🔗 [OpenAI Functions Documentation](https://learn.microsoft.com/azure/ai-services/openai/how-to/function-calling)
+🔗 [OpenAI Functions Documentation](https://learn.microsoft.com/azure/ai-services/openai/how-to/function-calling?wt.mc_id=github_S-1231_webpage_reactor)
 
 
 ## Lesson 12 - Designing UX for AI Applications 
 
-🔗 [Best practices for building collaborative UX with Human-AI partnership](https://learn.microsoft.com/en-us/community/content/best-practices-ai-ux)
+🔗 [Best practices for building collaborative UX with Human-AI partnership](https://learn.microsoft.com/community/content/best-practices-ai-ux?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗  [Designing Human-Centric AI Experiences: Applied UX Design for Artificial Intelligence by Akshay Kpre](https://www.amazon.com/Designing-Human-Centric-Experiences-Artificial-Intelligence/dp/1484280873)
+🔗  [Designing Human-Centric AI Experiences: Applied UX Design for Artificial Intelligence by Akshay Kpre](https://www.linkedin.com/learning/ux-for-ai-design-practices-for-ai-developers?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [UX for AI: Design Practices for AI Developers](https://www.linkedin.com/learning/ux-for-ai-design-practices-for-ai-developers)
+🔗 [UX for AI: Design Practices for AI Developers](https://www.youtube.com/watch?wt.mc_id=github_S-1231_webpage_reactor&v=Lkbkd_hkDLY)
 
-🔗 [New skills in the age of AI by John Maeda](https://youtu.be/Lkbkd_hkDLY)
+🔗 [New skills in the age of AI by John Maeda](https://www.amazon.com/Designing-Human-Centric-Experiences-Artificial-Intelligence/dp/1484280873?wt.mc_id=github_S-1231_webpage_reactor)
 
-🔗 [Best practices for building collaborative UX with Human-AI partnership](https://learn.microsoft.com/en-us/community/content/best-practices-ai-ux)
-
diff --git a/README.md b/README.md
@@ -1,3 +1,7 @@
+
+![Generative AI For Beginners](./img/1.png)
+
+
 [![GitHub license](https://img.shields.io/github/license/microsoft/Generative-AI-For-Beginners.svg)](https://github.com/microsoft/Generative-AI-For-Beginners/blob/master/LICENSE)
 [![GitHub contributors](https://img.shields.io/github/contributors/microsoft/Generative-AI-For-Beginners.svg)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/graphs/contributors/)
 [![GitHub issues](https://img.shields.io/github/issues/microsoft/Generative-AI-For-Beginners.svg)](https://GitHub.com/microsoft/Generative-AI-For-Beginners/issues/)
@@ -67,7 +71,7 @@ We believe one of the best ways to learn is learning with others! Join our [offi
 
 ### 🚀  Are you a startup or got an idea you want to launch? 
 
-Visit [Microsoft's Founders Hub](https://www.microsoft.com/startups) where you can apply to receive **free OpenAI credits** and up to **$150k towards Azure's leading AI services** as well as **1:1 expert support** with Microsoft's AI experts.
+Visit [Microsoft's Founders Hub](https://aka.ms/genai-foundershub) where you can apply to receive **free OpenAI credits** and up to **$150k towards Azure's leading AI services** as well as **1:1 expert support** with Microsoft's AI experts.
 
 ## 🎒  Other Courses 
 

diff --git a/img/1.png b/img/1.png