利用人工智能转型分析：高级技术堆栈综合指南.pdf

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,governa