Apr 3
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Join the Free Azure Community! https://azureinnovationstation.com/community If you want to learn more about Azure and Azure AI Agents check out these video Playlists below In this masterclass, you’ll learn how to build Retrieval-Augmented Generation (RAG) systems in Microsoft Azure using three different approaches: File Search, Azure AI Search, and Agentic Retrieval (Foundry IQ). Retrieval-Augmented Generation (RAG) enhances large language models by grounding responses in your own data. Instead of relying only on pretrained knowledge, RAG retrieves relevant documents and injects them into the model’s context before generating a response — improving accuracy, traceability, and enterprise reliability. In this training, we break down: File Search RAG – Upload files directly and use built-in retrieval tools for fast document grounding. Azure AI Search RAG – Build a classic search-based pipeline that does indexing, chunking, embeddings, vector search, hybrid search, and semantic ranking. Agentic Retrieval (Foundry IQ) – Implement modern agent-based retrieval using Azure AI Foundry, where agents dynamically decide how and when to retrieve information using Azure AI Search under the hood. You’ll understand: What RAG actually is (without the buzzwords) How document chunking and embeddings work The difference between vector search and classic keyword search When to use basic file upload vs full Azure AI Search indexing How Agentic Retrieval enables smarter, multi-step reasoning workflows How Azure AI Search integrates with Azure AI Agents in Foundry By the end, you’ll know exactly how to implment each RAG architecture. This masterclass is ideal for AI engineers, cloud architects, developers, and anyone building production-grade AI systems with Microsoft Azure. ▬▬▬▬▬▬ C H A P T E R S ▬▬▬▬▬▬ 00:00:00 Intro 00:00:16 What is RAG? 00:06:45 How to setup and use File Upload for RAG 00:09:22 How to setup and use Classic Search for RAG 00:18:58 How to set up and use Agentic Retrieval aka Foundry IQ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Azure AI Search Masterclass https://www.youtube.com/watch?v=yu4M7OKjnR4 Microsoft Foundry Playlist - Learn how to build, deploy and manage AI Apps and Agents https://www.youtube.com/playlist?list=PLqMeAuMeQoz4COUqgjQMMXoC2H9_dGpwj Azure AI Search Playlist https://www.youtube.com/playlist?list=PLqMeAuMeQoz4Mi5uWIEaKh0iTEM77vYM2 Masterclass Playlist https://www.youtube.com/playlist?list=PLqMeAuMeQoz6iUncf8NWedyLTHBQmBszU Azure in 1 Minute - Quick overview videos on Azure Services in 1 minute https://youtube.com/playlist?list=PLqMeAuMeQoz7OB1inR_SyuxU9Kfk4T0ek&si=GXMHvwlRrN9LNJ2K Azure in 2-5 Minutes - Quick, Clear, Concise Azure Videos in 2-5 minutes https://youtube.com/playlist?list=PLqMeAuMeQoz4Bl9YFTxHkoHSiLkH-uqLY&si=8AZ8iYgbKhUPH-Wa Learn Azure in General https://youtube.com/playlist?list=PLqMeAuMeQoz4d-GDz1_jZGgA8HU_ruB44&si=ONPXlvFrur_7FuAD Azure Functions Playlist https://www.youtube.com/playlist?list=PLqMeAuMeQoz5Wqjc1NWCTtJnG6SVnB4pb Azure API Management Lab Series - Go from Zero to Hero with this Azure APIM playlist https://youtube.com/playlist?list=PLqMeAuMeQoz7NkopCDG7hHC9AxyUSrTVp&si=r1Z3TroslOrjX7b7 Build a Complete Azure Portfolio Step by Step Playlist! https://www.youtube.com/playlist?list=PLqMeAuMeQoz6K4ZL4RuNQZ_gJ_zWwbgJ9 See the Equipment (Hardware + Software) I use for Content Creation https://frankieriviera.com/projects/equipment