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1、Advanced RAG OverviewThawing Your Frozen RAG PipelineJames Lin Jason LiForward-looking StatementThis presentation has been prepared for informational purposes only.The information set forth herein does not purport to be complete or contain all relevant information.Statements contained herein are mad
2、e as of the date of this presentation unless stated otherwise.This presentation and the accompanying oral commentary may contain forward-looking statements.In some cases,forward-looking statements can be identified by terms such as“may”,“will”,“should”,“expects”,“plans”,“anticipates”,“could”,“intend
3、s”,“projects”,“believes”,“estimates”,“predicts”,or“continue”,or the negative of these words or other similar terms or expressions that concern Databricks expectations,strategy,plans,or intentions.Forward-looking statements are based on information available at the time those statements are made and
4、are inherently subject to risks and uncertainties that could cause actual results to differ materially from those expressed in or suggested by the forward-looking statements.Forward-looking statements should not be read as a guarantee of future performance or outcomes.Except as required by law,Datab
5、ricks does not undertake any obligation to publicly update or revise any forward-looking statement,whether as a result of new information,future developments or otherwise.2IntroductionJames LinHead of AI/ML InnovationJason LiSenior Generative AI EngineerTaking Generative AI to production in enterpri
6、se regulated industryYou may have heard of FOMO-Andr Michel Vargas,Creative Artists AgencyBut with GenAI we have JOMOThe Joy Of Missing Out!RAG ReviewRAG ReviewMost common RAG systemQuick RAG ReviewEmbeddingEmbedding Embedding modelmodel f Index eachIndex eachchunkchunkChunk embeddingChunk embedding