How to Build RAG Systems
Step-by-step advanced-level guide covering 5 essential steps for how to build rag systems. Includes tips for pinecone and chroma and common troubleshooting solutions.
In This Article
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In This Guide
Prepare documents
Collect and clean your knowledge base. This step covers prepare documents, an essential part of the how to build rag systems process.
Chunk text
Split into meaningful segments. This step covers chunk text, an essential part of the how to build rag systems process.
Create embeddings
Convert chunks to vectors. This step covers create embeddings, an essential part of the how to build rag systems process.
Store in vector DB
Use Pinecone, Chroma, or similar. This step covers store in vector db, an essential part of the how to build rag systems process.
Query and generate
Retrieve context, send to LLM. This step covers query and generate, an essential part of the how to build rag systems process.
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Pro Tips
- Chunk size matters
- Good embeddings are key
- Reranking improves results
- Combine with prompt engineering
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