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Vector Database

Nov 15, 2025 NLP 16 min read

NLP (10): RAG and Knowledge Enhancement Systems

Build production-grade RAG systems from first principles: the retrieve-then-generate decomposition, vector indexes (FAISS / Milvus / Chroma / Weaviate / Pinecone), dense+sparse hybrid retrieval with RRF, cross-encoder …