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.

Advanced RAG with Vector Databases and Retrievers

Advanced RAG with Vector Databases and Retrievers
This course is part of multiple programs.


Instructors: Wojciech 'Victor' Fulmyk
Access provided by Bosch
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Gain insight into a topic and learn the fundamentals.
50 reviews
Intermediate level
Recommended experience
8 hours to complete
Flexible schedule
Learn at your own pace
What you'll learn
Build RAG applications using vector databases and advanced retrieval patterns
Employ the core mechanics of Vector Databases such as FAISS and Chroma DB and implement indexing algorithms like HNSW
Implement advanced retrievers using LlamaIndex and LangChain to improve the quality of LLM responses
Develop comprehensive RAG applications by integrating LangChain, FAISS, and front-end user interfaces built using Gradio
Skills you'll gain
Tools you'll learn
Details to know

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Assessments
5 assignments
Taught in English
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There are 2 modules in this course
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