利用人工智能轉型分析：高級技術堆棧綜合指南.pdf

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1、Transforming Analytics with AI:A Comprehensive Guide to an Advanced Tech Stack12Principal Machine Learning EngineerEbrahim Alareqi,Ph.D.3Incredible Brands.Incredible Results Food|Finance|Retail|Hi-Tech/Media|Energy|More#1:Code Generation#3:Auto-generation of Visualizations&Dashboard#2:Chatbots&Virtu

2、al Agents#4:Apps,Automation and WorkflowsMajor GenAIUse cases in Production TODAY#1:Business User#3:Data engineer#2:Analyst#4:Data TeamsRolesandPersonasGenAI Makes Analytics More AccessibleBroaden Access to AnalyticsUsing a natural-language questionGetting greater value from Big Data2005 2012 2018 N

3、owView(OLAP)dashboardsFilter/edit dashboardsDiscover from a dashboardDiscover EverywhereEverything ElseSelf-ServiceData ProfessionalLLM+PromptLLM+RetrievalLLM+Retrieval+Actions+Many Tools&Reasoning LoopMulti Agent SystemsWhat is next?LLMLLMRAGLLMRAGToolsLLMRAGToolsGenAI Agentic AI Lack of detailed,a

4、nd trusted dataLack of securityDifficult to deployUncontrolled costsbut Today Only 10%are in Production?BUSINESS DATA SOURCESRAW DATA ZONEREFINED DATA ZONEBUSINESS DATA ZONETransform25%Extract100%Aggregate10%SourcesToolsData lakeData warehousesData martsLack of fresh,detailed,and trusted dataA compl

5、ex and inflexible nightmare that limits insights from perishable dataDifficult to DeployScalable RAG systemValidation&testingHosting&deploying models+Ongoing maintenance and supportRight technical talentData collection and processing+Foundational Models+Model training and fine tuning+Lack of Securit

6、yLLM ModelsInternal Data AccessUnknownUncontrolled CostsIncorta Nexus for the enterprise Live,detailed data Fixed CostPrivateFully-managedIncorta Nexus unlocks enterprises ability to build GenAI&Agentic solutions on live,detailed(un/structure)data with respect to accuracy,governance,and efficiency a

7、t a fixed cost.Incorta NexusWhat is Nexus?Incorta Operational LakehouseLive Operational dataTraditional ETLDW Work LoadsLive Self ServiceAccess to live,detailed operational data at scaleLive UpdatesIncorta Data ArchitectureConnect to all your data sourcesDrill down to transaction level-enables answe

8、ring the question“Why?”Multi-sourceLiveMuch faster implementation and response time100%of DataGenAI Data FoundationTrain/finetune LLMs on 100%of data,Metadata,and Unstructured Data(ex:Technical Manuals)Live,detailed access to all of your dataLLMPrivate Vs.Public LLMExternal APIs for LLM Service Inco

9、rta Nexus Private LLM ServiceLLMLLamaIncorta NexusEnterprise RAGFine Tuning&PipeliningInfrastructure and HostingIncorta On-Prem,Private or SaaS HostingOperational LakehouseIncorta NexusData Studio LLM RecipesUnstructured Data Handling Story TellingGenAI AppsAgentsDashboard CopilotBusiness Notebooks

10、CopilotAugmented AnalyticsCustom GenAI AppWhat Should I Consider When Developing My Strategy?Data Accessibility and DemocratizationAdvanced Analytics and Reporting with GenAIScalabilitySeamless Integration with other AI ToolsIs your company data ready to leverage GenAI&Agentic AI?Thank you!Principal Machine Learning EngineerEbrahim Alareqi