Cleaning and Preprocessing Text for RAG — Roadmap Step & Resources
Removing noise that would otherwise pollute retrieval
- Level: beginner
- Estimated time: 1 days
- Roadmap: Retrieval-Augmented Generation (RAG) & Vector Databases
Before this step
Study resources
- Pinecone Learning Center (Article) — A vector database provider's extensive educational content on embeddings, retrieval and RAG architecture. Background reading/viewing for: Cleaning and Preprocessing Text for RAG.
- LangChain Documentation (Article) — Official documentation on data ingestion pipelines for RAG. Relevant to: Cleaning and Preprocessing Text for RAG.
Part of
- Data Ingestion and Chunking — section
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path