Generative AI for Beginners
Learn the fundamentals of building Generative AI applications with our 18-lesson comprehensive course by Microsoft Cloud Advocates.
🗃️ Lessons
| Lesson Link | Description | Additional Learning | |
|---|---|---|---|
| 00 | Course Setup | Learn: How to Setup Your Development Environment | Learn More |
| 01 | Introduction to Generative AI and LLMs | Learn: Understanding what Generative AI is and how Large Language Models (LLMs) work. | Learn More |
| 02 | Exploring and comparing different LLMs | Learn: How to select the right model for your use case | Learn More |
| 03 | Using Generative AI Responsibly | Learn: How to build Generative AI Applications responsibly | Learn More |
| 04 | Understanding Prompt Engineering Fundamentals | Learn: Hands-on Prompt Engineering Best Practices | Learn More |
| 05 | Creating Advanced Prompts | Learn: How to apply prompt engineering techniques that improve the outcome of your prompts. | Learn More |
| 06 | Building Text Generation Applications | Build: A text generation app using Azure OpenAI | Learn More |
| 07 | Building Chat Applications | Build: Techniques for efficiently building and integrating chat applications. | Learn More |
| 08 | Building Search Apps Vector Databases | Build: A search application that uses Embeddings to search for data. | Learn More |
| 09 | Building Image Generation Applications | Build: A image generation application | Learn More |
| 10 | Building Low Code AI Applications | Build: A Generative AI application using Low Code tools | Learn More |
| 11 | Integrating External Applications with Function Calling | Build: What is function calling and its use cases for applications | Learn More |
| 12 | Designing UX for AI Applications | Learn: How to apply UX design principles when developing Generative AI Applications | Learn More |
| 13 | Securing Your Generative AI Applications | Learn: The threats and risks to AI systems and methods to secure these systems. | Learn More |
| 14 | The Generative AI Application Lifecycle | Learn: The tools and metrics to manage the LLM Lifecycle and LLMOps | Learn More |
| 15 | Retrieval Augmented Generation (RAG) and Vector Databases | Build: An application using a RAG Framework to retrieve embeddings from a Vector Databases | Learn More |
| 16 | Open Source Models and Hugging Face | Build: An application using open source models available on Hugging Face | Learn More |
| 17 | AI Agents | Build: An application using an AI Agent Framework | Learn More |
| 18 | Fine-Tuning LLMs | Learn: The what, why and how of fine-tuning LLMs | Learn More |
Price
Free
Language
English
Duration
Certificate
No
Course Pace
Self Paced
Course Level
Advanced
Course Category
Generative AI
Course Instructor
Microsoft
