AI Vector Search：Real-World Customer Use Cases [PAN2972].pdf

1、AI Vector Search:Real-World Customer Use CasesOracle CloudWorld Copyright 2024,Oracle and/or its affiliates12Oracle CloudWorld Copyright 2024,Oracle and/or its affiliatesAkash GuhaDirector,Transaction Processing and Data ServicesMarcus PraetzasGlobal Head,Database ServicesPlease welcome my panelistA

2、jit SinghSenior Director,ICE New York Stock ExchangeEric YenDirector,Database Technology ServicesOracle brings AI to the enterprise at every layer of our stackInfrastructureDataApplicationsPrivacy and SecurityAI Services3Oracle CloudWorld Copyright 2024,Oracle and/or its affiliatesAI Vector Search o

3、perates on your business dataInfrastructureDataApplicationsPrivacy and SecurityAI Services4Oracle CloudWorld Copyright 2024,Oracle and/or its affiliatesDatabases have traditionally performed value-based searchesFind revenue by products5DB/APPDATAOrdersCustomerrecordsProducts6DB/APPDATAOrdersCustomer

4、recordsProductsGrowing volume of unstructured business data that must be searched by semanticsFind products that match a photo or descriptionSEMI-STRUCTUREDMedical formsInvoicesUNSTRUCTUREDSocial dataimagesVideosPhone call scriptsThe“all data”opportunityYou can now find documents,images,and other hu

5、man-centric data Based on their semantic content,rather than their words or pixelsAI Vector SearchOracle CloudWorld Copyright 2024,Oracle and/or its affiliates7VectorAn AI Vector is a sequence of numbers,called dimensions,produced by AI models The numbers represent the semantic content of the object

6、 3342162150Oracle CloudWorld Copyright 2024,Oracle and/or its affiliates8The main operation on vectors is the Mathematical Distance between them82133262Distance(Euclidean Squared)=(3-2)2+(1-6)2+(2-2)2+(8-3)2)There are many mathematical distance formulasOracle CloudWorld Copyright 2024,Oracle and/or