Level 4 · Master Production RAG¶
Goal: design and operate complete, production-grade retrieval systems — architecture, evaluation, security, and the operational maturity a real platform needs.
Modules¶
- Advanced RAG Architectures
- Evaluating Retrieval Quality (Recall@K, MRR, NDCG)
- Security & Access Control for Vector Data
- Multi-Modal Vector Search
- Vector DB Migration Strategies
- High Availability & Disaster Recovery
- Building a Vector DB Abstraction Layer
- Cost-Performance Tradeoffs at Enterprise Scale
- Emerging Trends — Matryoshka & Binary Quantization
- Capstone Project — Production-Grade RAG Platform
By the end of this level you'll be able to architect, evaluate, secure, and operate a production retrieval system end to end — not just query a vector database, but own one in production.