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IBM

Advanced RAG with Vector Databases and Retrievers

Ready to boost your AI career by mastering next-level retrieval techniques for intelligent search and summarization? This hands-on course takes you deep into the world of Retrieval-Augmented Generation (RAG), advanced retrievers, and vector databases such as FAISS and Chroma DB. You'll gain the cutting-edge skills businesses need to design and build scalable, high-performance RAG applications that drive smarter search and response capabilities. During the course, you'll learn how to differentiate retrieval patterns, implement similarity search using FAISS, and integrate LangChain with modern UI frameworks such as Gradio. Then, in practical labs and guided projects, you'll get hands-on experience building an end-to-end AI application that retrieves, summarizes, and answers questions in real time. From multi-query and parent document retrievers to semantic vector search and evaluation, this course will give you the skills to improve internal search engines, chatbot accuracy, and content recommendation systems. Enroll today and enhance your portfolio with hands-on experience building AI that understands context—and delivers results.

Status: Embeddings
Status: Retrieval-Augmented Generation
IntermediateCourse8 hours

Featured reviews

MK

5.0Reviewed Mar 13, 2026

Its a wonderful course I got so far. I completed this and got good grasp in advanced vector DBs and finally ended with good profile of Gen AI Engineer lead role. Must watch.

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Christos Vasilakis
5.0
Reviewed Mar 26, 2026
Manjula Kumari
5.0
Reviewed Mar 14, 2026
Filip Pisowicz
5.0
Reviewed Mar 30, 2026
prateek kumar gupta
5.0
Reviewed Oct 5, 2025
OM S
1.0
Reviewed Sep 21, 2025