大型語言模型與私有知識平臺融合：利用語義和生成式人工智能增強您的數據平臺投資.pptx

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1、We put data to workIntegrating LLMs with a Private Knowledge PlatformEnhance your data platform investmentwith Semantics and Generative AIMay 08,2024 Data Summit BostonBy Clive Smith Chief Revenue OBy Tim PadillaDirector,Sales&Consulting North AIntroduction and Company overview Unified Data Layer an

2、d the Path to AITodays ConversationIntroduction andCompany OverviewClive SmithHelping you succeed with data from strategy to realizationProudly servingDatavid is a data consultancy that specializes in extracting business value from structured and unstructured data.We help customers create a well-def

3、inedFAIR data strategy(Finable Accessible Interoperable Reusable)which is foundational for building data-centric applications.110+specialized data consultants20+enterprise customersnear-shore and off-shore talent80%CAGR last 3 YearsUnited KingdomUnited Kingdom(30 consultants)(30 consultants)RomaniaR

4、omania(11 consultants)(11 consultants)IndiaIndia(46 consultants)(46 consultants)On/Near/Offshore LocationsDatavid consultants are aligned to areas of common innovation&value,primarily across Europe and India,expanding to better serve North American customersOther EU Other EU LocationsLocations(13 co

5、nsultants)(13 consultants)NorthNorthAmericaAmerica(4 4 consultants)consultants)LatinLatinAmericaAmerica(coming soon)(coming soon)PhilippinesPhilippines(4 consultants)(4 consultants)Datavid team&Expertise 28 Expert28 Expertarchitectsand architectsand domain expertsdomain experts(15 to 25 years(15 to

6、25 years experience)experience)30 Senior developers(8+30 Senior developers(8+years experience)years experience)15 Junior full-15 Junior full-stack developersstack developers(4+years)(4+years)8 Senior QA8 Senior QA(10+years)(10+years)15 Senior15 Seniorbusinessbusinessanalysts&PManalysts&PM(15+year)(1

7、5+year)12 12 OtherOther.with our Services and SolutionsKnowledge graphsData governanceData analyticsData lakesMetadata managementCognitive searchData discoveryDataOpsSolutionsOntology managementData warehousesSemantic data platformData engineering Data integration Data migrationData scienceServicesD

8、ata managementData architectureMarkLogic ConsultingFull stack development Artificial IntelligenceTechnology we work withPostgreSQLand many more!Datavid is innovative and trustworthy(Customer satisfaction survey 2023)Unified Data Layer:Transforming Data Chaos into Actionable InsightTim PadillaoThe po

9、wer of knowledge is a differentiator and catalyst for innovation,growth,and anticipatory managementoData silos continue to challenge organizations transformation from managing data to managing knowledgeoRobust data management practices enable more complete&accurate answers while easing the path to n

10、ew technologyA Unified Data FrameworkEliminates data silosthat arise from structural and technological factors.Harmonized&enriched Data Platform:Simplified Data Access across the organizationFaster application development both Analytic and Process DrivenIntegration of new technologies(LLMs)and faste

11、r deployments at scaleEnables business agility,rapid delivery of innovative solutions,and increased ROI/reduced time to value.Data complexity Ethical&Privacy Legacy technologiesIts getting harderVolume too great Too busyChanging workplace demographicsIts no longer manageable by domain expertsRate of

12、 Change and Data Volumes Continue to AccelerateSimplify data access across organizationAccelerate data driven decision makingScale cutting-edge innovation4 shifts organizations should be makingLeaner,Faster,and More Agile OperationsImplement decision-making and service delivery methods that embody a

13、gile thinking and practices.Enable change across the organization for In-Time InsightExpand services across functions-use case by use case-delivering value by enabling insight.Invest in Next-Gen Technology InnovationInvestments ininnovative tech e.g.,GenAI and supporting data/platforms and systems.H

14、armonize Tools and Standards Apply a streamlined set of rules,tools,and platforms that facilitate rapid,high-quality analytics.CONNECTAny DataAny ApplicationAny ArchitectureAny WorkflowKnowledge Graph ModellingFact ExtractionClassificationSingle,Enriched Data ResourcesCREATESearch,ClusteringContextu

15、al genAI Integrated ApplicationsGrounded AnalyticsFact-Based Intelligence,SemanticsCONSUMEUnified Data Layer FrameworkUnified Data Framework Enables the ShiftShift to Agile&Extensible Technology DeliveryCreateConsumeConnectNormalized&annotatedEntity extraction(Part of speech,text classification,NER,

16、fact extraction)Data ingestionData SourcesMetadata&data curationData Harmonization&StandardizationTaxonomy/OntologyKnowledge GraphsEnrichment&ContextGenerative AIData HubAIData Products Data AnalyticsKnowledge DiscoveryUnified Data Framework BlueprintData HubSemantically tagged private data1.1.Inges

17、tcontentA Unified Sample Architecture UsingRetrieval Augmented Generation(RAG)Knowledge GraphsSME Knowledge Capture2.2.Semantically tag private dataGenerative AI4.4.Generate customized prompt forGenAIGenAI using relevant private data from semantic search with the user queryUser Queries3.3.Tag concepts in user queriesOrchestration5.5.Final answer is GenAIGenAI answer combined with semantic knowledge12345We put data to workHow can we help?Please feel free to reach out to the Datavid team:Clive SChief Revenue OfficerTim PDirector,Sales&Consulting North America