GenAI 从数据开始：创建基于强大数据核心的聊天机器人.pdf

1、GenAI Starts with DataCreate a Chatbot Built on a Strong Data CoreSPEAKERSKevin BohanDirector of Product MarketingRomeel ShethData EngineerAGENDA1.What kind of solution is Denodo?2.How does Denodo leverage AI?3.Show me!4Denodo Platform:One-stop-shop for a data pipelineSelf-ServiceHybrid/Multi-CloudD

2、enodoAssistantQueryOptimizationData Security andGovernanceEmbedded MPP EngineINTEGRATEdisparate data in any location,format or latencyMANAGErelated data into views with universal semantic modelDELIVERusing BI&data science tools,data catalog,and APIsLOGICAL DATA MANAGEMENTFinOpsDATA AS A SERVICERESTf

3、ul/ODataGraphQL/GeoJSONBI ToolsData ScienceToolsDATA CATALOGDiscover ExploreDocumentCONSUMERSSQLAI AgentsAI SDKSOURCES200+dataadaptersAppsStreamingSaaSFilesLakehousesOpen Table formatsTraditionalDB&DW5What is a Logical Data Farbic?6Why Denodo AI RAG?Isnt every solution using some form of RAG?Of cour

4、se-everyone is using the same LLM technology to generate SQL So why should I care about Query RAG?A successful RAG implementation isnt about which LLM you choose or how fast you can load a vector store Its about METADATA!At Denodo,metadata management is our core competency!7Denodo AssistantBy levera

5、ging internal algorithms developed by Denodo and integrating with LLMs offered by industry leaders,Denodo Assistant helps developers and users throughout the data product life cycle by intelligently answering questions,offering suggestions,and recommending optimal solutions.SUGGESTASKRECOMMEND8Can D

6、enodo Assistant Enrich Metadata?9Can Denodo Assistant Debug My Queries?ExplainBusiness purpose of a SQL queryDiagnose Automatically detect and fix typos,syntax and grammatical errors 10Can Denodo Assistant Help Build My Model?11 Natural language SQL queries Recommends relevant datasets Simplifies da