构建智能适用于RAG支持的AI的下一代数据库

All Rights Reserved –Arun Nandi -2024Architecting Intelligence: Next-Generation Databases for RAG-Powered AIArun NandiHead of Data and Analytics at UnileverBoard Advisor ✦Top 100 Leaders in AI ✦Keynote SpeakerAll Rights Reserved –Arun Nandi -2024[2]What does RAG do?All Rights Reserved –Arun Nandi -2024Retrieval Augmented Generation Schema[1]All Rights Reserved –Arun Nandi -2024[3] All Rights Reserved –Arun Nandi -2024Query Routing and RAGImproved Accuracy and RelevanceEnhanced compute efficiencyModel agnosticismScalable and ModularData privacy Data qualityArchitecture dependencyFinite context windowsIterative reasoningBenefitsChallengesAll Rights Reserved –Arun Nandi -2024Database Architectures for Efficient Applied LLM use-casesDistributed Storage SystemsVector DatabasesKnowledge GraphsCaching MechanismsHybrid Indexing ApproachesAll Rights Reserved –Arun Nandi -2024The case for Vector Databases[5]All Rights Reserved –Arun Nandi -2024Current Generation Architecture using Vector Datab