Advanced RAG with Vector Databases and Retrievers

Coursera Courses ↗ · Coursera

Open Course on Coursera

Free to audit · Opens on Coursera

Advanced RAG with Vector Databases and Retrievers

Coursera · Intermediate ·🔍 RAG & Vector Search ·1mo ago
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.
Watch on Coursera ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

RAG - Sliding Window, Token Based Chunking and PDF Chunking Packages
Learn about RAG chunking mechanisms, including Sliding Window, Token Based, and PDF Chunking, to improve your AI model's text processing capabilities
Dev.to AI
Ever Wondered How to Make Your RAG More Effective?
Improve your RAG effectiveness by connecting instead of searching
Medium · RAG
Why StarRocks Is Better Than Elasticsearch for RAG and AI-Powered Vector Search Analytics
Learn why StarRocks outperforms Elasticsearch for RAG and AI-powered vector search analytics, and how to apply this knowledge to improve your data architecture
Medium · LLM
Production RAG: Shipping a RAG System Into an Enterprise Product
Learn how to ship a RAG system into an enterprise product, overcoming operational realities and challenges beyond the demo stage
Medium · RAG
Up next
Watch this before applying for jobs as a developer.
Tech With Tim
Watch →