Hi everyone! I'm diving into Azure AI services and I'm on the lookout for practical, hands-on tutorials or project ideas that can help me build real-world applications with these technologies. My main goals are to understand how Azure AI services work, such as Azure OpenAI, AI Search, and Document Intelligence, and to create an end-to-end Retrieval-Augmented Generation (RAG) pipeline. I'm also preparing for a transition into roles like AI software developer or Azure AI engineer. If you could share any useful tutorials, Microsoft Learn paths, GitHub repositories, sample architectures, or blog series that have been beneficial for you, I'd be really grateful. Thanks a ton!
4 Answers
I suggest kicking things off with the *AI Engineering* book by Chip Huyen. It provides a solid foundation on the principles behind these services. After that, consider getting certified with the AI-900 and AI-102 exams, which combine theory with hands-on practice across specific services. You can then explore the Azure Samples GitHub repository for AI-focused proof of concepts that'll give you a range of beginner-to-intermediate projects to work on. Lastly, dive deeper into areas that spark your interest, like advanced RAG or multi-agent systems, and definitely leverage AI-assisted coding tools like GitHub Copilot as you learn.
This is solid advice! I think it’s important for you to prioritize what excites you the most, whether that’s working on Azure samples before or after tackling certifications or the Microsoft Learn pathways.
What’s your background? If you're a developer, it’s essential to familiarize yourself with the data scientist workflow first. And if you come from a data science background, nail down some software engineering basics. If you're starting from scratch, focus on basic coding skills first. Don’t overlook the fundamentals; mastering these will make a big difference in AI development.
You should check out Udemy for some great training videos on Microsoft Foundry services. My favorite free overview is by John Savill—it's super informative! Here’s the link: https://youtu.be/Sq8Cq7RZM2o?si=83KV9phqY64cjb7o.
I'm also exploring Azure AI right now, just learning as I go. I'll keep an eye on this thread for more suggestions!

Great post!