The AI Skill-A-Thon is open August 11 - Septmber 30, 2025. Sign up today!
Pathway Summary
Unlock the potential of retrieval-augmented generation (RAG) with this comprehensive learning path. Learn advanced techniques for optimizing text-based RAG through chunking, embedding, and metadata. Master integrating vector databases with large language models and gain hands-on skills in multimodal RAG. Design, implement, and evaluate cutting-edge RAG solutions to stay ahead in AI. Start your journey to elevate your data-driven capabilities today.
Identify key concepts of RAG and vector databases.
Optimize for text-based and multimodal RAG.
Apply new skills in building and deploying RAG solutions.
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Browse All Pathway Courses
Here’s a list of all the courses that are part of this learning pathway. Not interested in completing the entire pathway? You can click on the links to get started on individual courses.
- RAG and Fine-Tuning Explained
- Vector Databases in Practice: Deep Dive
- Generative AI: Introduction to Large Language Models
- LLM Foundations: Vector Databases for Caching and Retrieval Augmented Generation (RAG)
- Advanced RAG Applications with Vector Databases
- Building RAG Solutions with Azure AI Foundry (Formerly Azure AI Studio)
- Hands-On AI: RAG using LlamaIndex
August 11 - September 30, 2025
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Join the free AI Skill-A-Thon challenge - compete to win cash prizes! Learn how to apply AI skills to your work to boost your productivity. See each competition page for more details.
Note: Only courses started and completed between August 11, 2025 - September 30, 2025 count towards the AI Skill-A-Thon.
