打破GenAI的7個神話實現可操作的影響.pptx

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1、 2024 Domino Data Lab,Inc.1 2024 Domino Data Lab,Inc.1Shatter the 7 Myths of GenAI to Operationalize ImpactDomino Data LabMay 8th,2024Kjell Carlsson,PhD 2024 Domino Data Lab,Inc.2 2024 Domino Data Lab,Inc.2Kjell Carlsson,phdHead of AI Strategy Domino Data LabHost of the Data Science Leaders PodcastS

2、elect GenAI episodes:(10/4)James Cham,Bloomberg BetaUnlocking the disruptive potential of generative AI(13/3)Rahul Todkar,TripadvisorAI Will Plan Your Next Vacation:GenAI at Tripadvisor(12/2)Brandon Allgood,FogPharmaDisrupting Drug Discovery&Development with AI(19/1)Rowan Curran,ForresterShattering

3、the Myths of Gen AI(3/1)Mikhail Korolev,BoltMore Human Than Human?GenAI Customer Service(6/12)Peter Wang,AnacondaThe State and Future of Generative AI:Reflections on the Anniversary of ChatGPTThe Tech Executives Primer On Data Science,ML,And AIAI 2.0:Upgrade Your Enterprise With Five Next-Generation

4、 AI AdvancesForrester Wave:Notebook-Based Predictive Analytics&MLForrester Wave:Multimodal Predictive Analytics&MLIntroducing ModelOps To Operationalize AIQ&A:Scale AI With Automated Machine LearningShatter The Seven Myths Of Machine LearningThe Forrester New Wave:Computer Vision PlatformsNew Tech:E

5、nterprise Computer Vision SolutionsAll Enterprises Need(Computer)VisionThe Future Of Machine Learning Is UnstoppableAugmented Intelligence Unlocks The Intelligence in AIForrester New Wave:AI-Fueled Speech Analytics SolutionsBest Practices:Scaling Data Science Across The EnterprisePreviously:Principa

6、l Analyst Forrester 2024 Domino Data Lab,Inc.3 2024 Domino Data Lab,Inc.3Transformative,real-world GenAI successes existDrug DiscoveryCustomer ServiceProductivityNone of them fit the conventional wisdom on GenAI!Note:Images generated using Midjourney 2024 Domino Data Lab,Inc.4 2024 Domino Data Lab,I

7、nc.4Common characteristics of impactful GenAI case studiesPeopleProcessTechnologyLed by experienced leadersDeveloped by teams with expert data scientists and managing&governing AI pipelinesWith mature processes for developing AI products Tapping the broad ecosystem of GenAI&ML technologiesWith advan

8、ced MLOps capabilities 2024 Domino Data Lab,Inc.55My prediction:90%of GenAI initiatives will fail to deliver transformative valueNote:Image generated using MidjourneyShatter the myths of GenAI to drive impact 2024 Domino Data Lab,Inc.6 2024 Domino Data Lab,Inc.6AI will become sentientAI will lead to

9、 mass unemploymentAI is a could lead to human extinctionAI will become omniscientNote:Image generated Dall-ESome myths we can ignore 2024 Domino Data Lab,Inc.7 2024 Domino Data Lab,Inc.7Note:Image generated with MidjourneyMyth:GenAI replaces predictive AI/ML Shatter the myths of real-world Generativ

10、e AI impactMyth:Bigger GenAI is betterMyth:GenAI is all about the LLMMyth:GenAI is isnt data scienceMyth:You can outsource GenAIMyth:Responsible AI is some-one elses problem 2024 Domino Data Lab,Inc.8 2024 Domino Data Lab,Inc.8Note:Image generated with MidjourneyMyth 1:GenAI replaces predictive AI/M

11、L Reality:GenAI complements predictive AI/ML 2024 Domino Data Lab,Inc.9 2024 Domino Data Lab,Inc.9Note:Image generated with MidjourneyMyth 2:Bigger is betterReality:Bigger is slower,more expensive&generic 2024 Domino Data Lab,Inc.10 2024 Domino Data Lab,Inc.10Note:Image generated with MidjourneyMyth

12、 3:GenAI is all about the LLMReality:Everything else is just as important 2024 Domino Data Lab,Inc.11 2024 Domino Data Lab,Inc.11Note:Image generated with MidjourneyMyth 4:GenAI isnt data scienceReality:Data science is the best foundation for GenAI 2024 Domino Data Lab,Inc.12 2024 Domino Data Lab,In

13、c.12Note:Image generated with MidjourneyMyth 5:Responsible AI is someone elses problemReality:It is everyones problem(especially yours)2024 Domino Data Lab,Inc.13 2024 Domino Data Lab,Inc.13Note:Image generated with MidjourneyMyth 6:You can outsource GenAIReality:In-house capabilities are key to AI

14、transformation 2024 Domino Data Lab,Inc.14 2024 Domino Data Lab,Inc.14Design your strategy for real-world GenAI impactPeopleProcessTechnologyEmpower experienced data product&data science teams to lead your GenAI projects Implement open,extensible capabilities that span the AI ecosystem and accelerat

15、e,streamline and govern the AI lifecycleImplement iterative,unified processes for developing,testing,and operationalizing GenAI&predictive AI pipelinesBuild your in-house GenAI and Predictive AI capabilities 2024 Domino Data Lab,Inc.15Domino Enterprise AI PlatformDataSoftwareLanguagesIDEsPackagesCom

16、puteSaaS or Self-managedHybrid&Multi-CloudReproducibilityCollaborationGovernanceFinOpsAPIsDashboardsApplicationsIn-DatabaseEdgeData ScienceBusinessML EngineeringITRisk/ComplianceWorkbenchSelf-serve dev environmentsData accessExperiment managementModel OpsModel approvals&deploymentMonitoringModel Reg

17、istryOPEN,COLLABORATIVE,GOVERNED,END-TO-END 2024 Domino Data Lab,Inc.16Domino powers“in-house-Gen AI from pilots to productionAI hubTemplates with software,code and configuration ready to go for common AI use cases and patterns(e.g.,RAG)Generative AIFine tuning wizardBrowse leading open source found

18、ation models and generate code to fine-tune them on your dataLLM gatewayControl and audit access to commercial LLMsVector access layerControl and audit access to ector DBsHybrid-Cloud ComputeRun AI workloads in any cloud,or on-prem to reduce costs,simplify scaling,and protect data privacy.Data Acces

19、s LayerPut data at data scientists fingertips through a central interface that secures and audits access.FinOpsMonitor and reduce AI costs;with proactive and granular budget management,and intelligent controlsModel SentryCustomize processes for model review and validation,with complete audit records

20、 and reproducibility throughout the model lifecyclePlatformRAGFine-tune foundation modelsBuild Your Own 2024 Domino Data Lab,Inc.17 2024 Domino Data Lab,Inc.17Note:Image generated with MidjourneyLast Myth:You can ignore AI&ML Reality:You should have started ages ago 2024 Domino Data Lab,Inc.18 2024 Domino Data Lab,Inc.18THANK YOU ResourcesData Science Leaders Podcastdomino.ai/data-science-leaders-podcast Responsible Generative AI White Paperdomino.ai/responsible-generative-aiDomino Guide to Low-hanging Generative AI Projectsdomino.ai/resources/low-hanging-genai-guide Kjell Carlsson,PhD