AI但要让它变得有用.pdf

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1、AI,But Make it UsefulA PRACTICAL APPROACH TO INTEGRATING AIMeet the PresentersTechnology and ConsultingJoey SmithBIM Technical ManagerTina Gibeson,CRM,IGPDirector of Consulting ServicesDenzel WilsonTechnology Innovation Manager2AGENDA31.Introduction2.AI in the IG Community3.Key Considerations for Us

2、e Cases4.Breakout Session5.Creating a Roadmap6.Is your Organization Ready for AI7.Q&AThe Many Faces of AICommon Terminology4Large Language Models(LLMs)AI models to understand and generate human like textChatGPTGeminiClaudeGenerative AI(GenAI)Multi format content generation TextImageVideoCodeNatural

3、Language Processing(NLP)Semantic understandingSummarizationText classification Grammar and writing style suggestionsDocument summariesMachine Learning(ML)AI focused on:AlgorithmsPredictionsDecisionsImage/Speech recognitionData refinement&analysis How Do They WorkTogether?AI Systems5MachineLearningLL

4、MNaturalLanguageProcessingGenAIThe FoundationUnderstands LanguageContextAwareCreate ContentHow Do These Apply to RIM?6Use Case ExamplesDocument GroupingMetadata Extraction&AssignmentClassification&ValidationSemantic SearchingIntelligent Data GovernancePredictive AnalyticsPlanning for AI:Common Roadb

5、locks 7Data ProblemsQuality,Taxonomy,Fragmentation,ROT,Legacy RepositoriesGovernance ProblemsOwnership,Accountability,Defensibility,Auditability,Human&Cultural ProblemsTrust,Culture,Change Management,Ability,AdoptionAI Capability LimitationsExplainability,Context Gaps,Complexity,Edge Cases,Model Dri

6、ft,IntegrationEconomic and Resource ConstraintsBudget,ROI,Implementation Cost,Review Burden,Competing PrioritiesLegal LandscapeState,Federal,International Laws;Forecasting Legal Challenges and Resulting LegislationIs AI The Right Approach?Where AI can excel8Document Quality Consistent formatting Hig