Complete Azure AI Search Masterclass! | Beginner to Expert!
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Unlock the full potential of Azure AI Search with this in-depth masterclass!
In this 90-minute Masterclass, I guide you step-by-step through building powerful search indexes that can be used for Retrieval-Augmented Generation (RAG). Learn how to create, configure, and optimize Azure AI Search resources, import data for keyword, full-text, and hybrid search. Leverage vector embeddings to enhance search capabilities. Discover how to set up vector profiles, and import data for vectorization—ideal for RAG architectures.
Plus, see how to programmatically pre-setup search resources and query different index field types effectively.
Finally, I walk you through establishing end-to-end RAG pipelines for AI agents, integrated with Microsoft Foundry (formerly known as Azure AI Foundry). Whether you're developing intelligent chatbots, knowledge bases, or advanced search solutions, this masterclass provides the practical insights, best practices, and demonstrations you need to succeed. Don't miss out—boost your AI projects today!
▬▬▬▬▬▬ C H A P T E R S ▬▬▬▬▬▬
00:00:00 Intro
00:00:16 Wha is Azure AI Search?
00:01:49 How to Create Azure AI Search
00:13:47 How to Import Data for Keyword Search
00:26:15 How to Add Vectors for Hybrid Search
00:44:14 How to Import Data for Vector Search
00:52:22 Create Azure AI Search In code
01:07:03 How to Query Index Search Fields
01:16:59 How to set up RAG for AI Agents
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Azure AI Search Docs: https://learn.microsoft.com/en-us/azure/search
Azure AI Search REST APIs: https://learn.microsoft.com/en-us/rest/api/searchservice
Vector Embedding Dimensions Doc
https://learn.microsoft.com/en-us/azure/search/cognitive-search-skill-azure-openai-embedding#supported-dimensions-by-modelname
How to Create Azure AI Search Service
https://youtu.be/2_ZA3UqTLv8
How
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Chapters (9)
Intro
0:16
Wha is Azure AI Search?
1:49
How to Create Azure AI Search
13:47
How to Import Data for Keyword Search
26:15
How to Add Vectors for Hybrid Search
44:14
How to Import Data for Vector Search
52:22
Create Azure AI Search In code
1:07:03
How to Query Index Search Fields
1:16:59
How to set up RAG for AI Agents
🎓
Tutor Explanation
DeepCamp AI