Iterating on Ingestion Based on Retrieval Failures — Roadmap Step & R…
Using downstream retrieval failures to fix upstream ingestion choices
- Level: beginner
- Estimated time: 1 days
- Roadmap: Retrieval-Augmented Generation (RAG) & Vector Databases
Before this step
Mini projects
- Compare three chunking strategies on the same document set and measure retrieval quality differences
Study resources
- Pinecone Learning Center (Article) — A vector database provider's extensive educational content on embeddings, retrieval and RAG architecture. Background reading/viewing for: Iterating on Ingestion Based on Retrieval Failures.
- freeCodeCamp (Video) — freeCodeCamp's RAG courses cover evaluating chunking strategy quality. Relevant to: Iterating on Ingestion Based on Retrieval Failures.
Part of
- Evaluating Chunking Strategy Quality — section
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path