RAG Systems Course
A collection of 12 posts
RAG Course
A hands-on series on building production-grade RAG systems. It covers the fundamentals of RAG, naive RAG, RAG evaluation, RAG optimization, Multimodal RAG, Graph RAG, Vision RAG, etc. (with implementation).
· Avi Chawla
16 Techniques to Supercharge and Build Real-world RAG Systems (Part 2)
A comprehensive guide with practical tips on building robust RAG solutions.
· Avi Chawla
16 Techniques to Supercharge and Build Real-world RAG Systems (Part 1)
A comprehensive guide with practical tips on building robust RAG solutions.
· Avi Chawla
A Crash Course on Building RAG Systems – Part 9 (With Implementation)
A deep dive into ColPali for building vision-driven RAG systems (with implementation).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 8 (With Implementation)
A deep dive into ColBERT and ColBERTv2 for improving RAG systems (with implementation).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 7 (With Implementation)
A deep dive into Graph RAG and how it improves traditional RAG systems (with implementation).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 6 (With Implementation)
A deep dive into building multimodal RAG systems on real-world data (with implementation).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 5 (With Implementation)
A deep dive into key components of multimodal systems—CLIP embeddings, multimodal prompting, and tool calling.
· Avi Chawla
A Crash Course on Building RAG Systems – Part 4 (With Implementation)
A deep dive into handling multiple data types in RAG systems (with implementations).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 3 (With Implementation)
A deep dive into making RAG systems faster (with implementations).
· Avi Chawla
A Crash Course on Building RAG Systems – Part 2 (With Implementation)
A deep dive into evaluating RAG systems (with implementations).
· Avi Chawla
Foundations of RAG systems
A practical and beginner-friendly crash course on building RAG apps (with implementations).
· Akshay Pachaar