Case Study: A Production Retrieval Pipeline — Roadmap Step & Resources
Walking through real architecture decisions for a shipped RAG system
- Level: beginner
- Estimated time: 1 days
- Roadmap: Retrieval-Augmented Generation (RAG) & Vector Databases
Before this step
Interview questions
- How would you debug a RAG system that keeps retrieving irrelevant chunks for a specific type of query?
Study resources
- Hugging Face Documentation (Article) — Official documentation covering embedding models and retrieval-related libraries. Background reading/viewing for: Case Study: A Production Retrieval Pipeline.
- LangChain Documentation (Article) — Official documentation on building end-to-end retrieval pipelines. Relevant to: Case Study: A Production Retrieval Pipeline.
Part of
- Building a Retrieval Pipeline — section
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path