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## 🗃️ Lessons

| | Lesson Link | Description | Additional Learning |
| :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ |
| 00 | [Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to Setup Your Development Environment | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 01 | [Introduction to Generative AI and LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Understanding what Generative AI is and how Large Language Models (LLMs) work. | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 02 | [Exploring and comparing different LLMs](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to select the right model for your use case | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 03 | [Using Generative AI Responsibly](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to build Generative AI Applications responsibly | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 04 | [Understanding Prompt Engineering Fundamentals](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Hands-on Prompt Engineering Best Practices | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 05 | [Creating Advanced Prompts](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply prompt engineering techniques that improve the outcome of your prompts. | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 06 | [Building Text Generation Applications](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A text generation app using Azure OpenAI | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 07 | [Building Chat Applications](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** Techniques for efficiently building and integrating chat applications. | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 08 | [Building Search Apps Vector Databases](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A search application that uses Embeddings to search for data. | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 09 | [Building Image Generation Applications](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A image generation application | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 10 | [Building Low Code AI Applications](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A Generative AI application using Low Code tools | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 11 | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** What is function calling and its use cases for applications | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 12 | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply UX design principles when developing Generative AI Applications | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 13 | [Securing Your Generative AI Applications](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The threats and risks to AI systems and methods to secure these systems. | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 14 | [The Generative AI Application Lifecycle](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The tools and metrics to manage the LLM Lifecycle and LLMOps | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 15 | [Retrieval Augmented Generation (RAG) and Vector Databases](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using a RAG Framework to retrieve embeddings from a Vector Databases | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 16 | [Open Source Models and Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using open source models available on Hugging Face | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 17 | [AI Agents](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using an AI Agent Framework | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 18 | [Fine-Tuning LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The what, why and how of fine-tuning LLMs | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| # | **Lesson Link** | **Description** | **Video** | **Extra Learning** |
|----|----------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------|
| 00 | [Course Setup](./00-course-setup/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to Setup Your Development Environment | Coming Soon | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 01 | [Introduction to Generative AI and LLMs](./01-introduction-to-genai/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Understanding what Generative AI is and how Large Language Models (LLMs) work. | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/introduction-to-generative-ai-and-llms-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 02 | [Exploring and comparing different LLMs](./02-exploring-and-comparing-different-llms/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to select the right model for your use case | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/exploring-and-comparing-different-llms-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 03 | [Using Generative AI Responsibly](./03-using-generative-ai-responsibly/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to build Generative AI Applications responsibly | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/using-generative-ai-responsibly-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 04 | [Understanding Prompt Engineering Fundamentals](./04-prompt-engineering-fundamentals/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** Hands-on Prompt Engineering Best Practices | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/understanding-prompt-engineering-fundamentals-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 05 | [Creating Advanced Prompts](./05-advanced-prompts/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply prompt engineering techniques that improve the outcome of your prompts. | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/creating-advanced-prompts-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 06 | [Building Text Generation Applications](./06-text-generation-apps/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A text generation app using Azure OpenAI / OpenAI API | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/building-text-generation-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 07 | [Building Chat Applications](./07-building-chat-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** Techniques for efficiently building and integrating chat applications. | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/building-chat-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 08 | [Building Search Apps Vector Databases](./08-building-search-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A search application that uses Embeddings to search for data. | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/building-search-apps-vector-databases-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 09 | [Building Image Generation Applications](./09-building-image-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A image generation application | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/building-image-generation-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 10 | [Building Low Code AI Applications](./10-building-low-code-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** A Generative AI application using Low Code tools | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/building-low-code-ai-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 11 | [Integrating External Applications with Function Calling](./11-integrating-with-function-calling/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** What is function calling and its use cases for applications | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/integrating-external-applications-with-function-calling-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 12 | [Designing UX for AI Applications](./12-designing-ux-for-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** How to apply UX design principles when developing Generative AI Applications | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/designing-ux-for-ai-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 13 | [Securing Your Generative AI Applications](./13-securing-ai-applications/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The threats and risks to AI systems and methods to secure these systems. | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/securing-your-generative-ai-applications-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 14 | [The Generative AI Application Lifecycle](./14-the-generative-ai-application-lifecycle/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The tools and metrics to manage the LLM Lifecycle and LLMOps | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/the-generative-ai-application-lifecycle-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 15 | [Retrieval Augmented Generation (RAG) and Vector Databases](./15-rag-and-vector-databases/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using a RAG Framework to retrieve embeddings from a Vector Databases | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/retrieval-augmented-generation-rag-and-vector-databases-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 16 | [Open Source Models and Hugging Face](./16-open-source-models/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using open source models available on Hugging Face | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/open-source-models-and-hugging-face-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 17 | [AI Agents](./17-ai-agents/README.md?WT.mc_id=academic-105485-koreyst) | **Build:** An application using an AI Agent Framework | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/ai-agents-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |
| 18 | [Fine-Tuning LLMs](./18-fine-tuning/README.md?WT.mc_id=academic-105485-koreyst) | **Learn:** The what, why and how of fine-tuning LLMs | [Video](https://learn.microsoft.com/shows/generative-ai-for-beginners/finetuning-llms-generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) | [Learn More](https://aka.ms/genai-collection?WT.mc_id=academic-105485-koreyst) |


### 🌟 Special thanks
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