Vector Databases

concepts · 3 notes linked

Related: Pinecone · Retrieval Augmented Generation · Faiss · Approximate Nearest Neighbor · Vector Search · Hnsw · Llamaindex · Text To Sql

Notes

• Combining Text-to-SQL with Semantic Search for Retrieval Augmented Generation — LlamaIndex engine joins SQL structured data with vector semantic search
• Hierarchical Navigable Small Worlds (HNSW) | Pinecone — HNSW graph algorithm for approximate nearest-neighbor vector search
• Meet AnythingLLM: A Full-Stack Application That Transforms Your Content into Rich Data for Enhanced Large Language Models LLMs Interactions — Open-source full-stack app for chatting with documents using LLMs