数据、隐私与中间模型的三维平衡.pdf

1、Data,privacy,and the models in betweenKellie Cosgrove RileyChief Privacy OfficerCommodity Futures Trading CommissionWelcome and introductionFelix Van de MaeleCEO,Collibra46OpportunityRiskLaws/regulationsCustomers/clientsInternalEmployee productivityCustomer experience Scale&velocity7Where are you no

2、w?Not speaking the same languageManual workflowsRoles not clearly definedDont always trust our dataLimited visibility8Governance is importantCreates a shared languageBrings people together to collaborateMakes data useableReduces data risksDecision rights&accountability frameworkData GovernanceCopyri

3、ght 2024,Collibra.All rights reserved.9Three approaches to AI GovernanceThe data-centric approach is essential for ensuring effective AI use-case development and risk mitigationHelp data,AI,risk&legal teams deliver trusted AI by providing easy access to reliable data and implementing appropriate con

4、trols across the AI use-case lifecycle.Data-centricCollaboration between AI,data and legal teamsGoal:AI use cases safely in productionHow:Easy use of reliable data,effective collaboration between stakeholdersHelp legal and privacy teams to ensure compliance with laws®ulations by fully documenting

5、 and auditing the use of AI.Compliance-centricLead by legal teamsGoal:compliance&risk managementHow:documentation&attestationHelp AI and data teams to implement AI use-cases effectively by preparing,developing,running and monitoring AI modelsModel ops-centricCollaboration between AI and data teamsGo

6、al:Implement&operate AI use-casesHow:Platform that supports the development and running of AI models10How do you start?AI use casesProcessPeopleTechnologyCopyright 2024,Collibra.All rights reserved.11Changing hearts and mindsetPrioritize governance mindsetFoster data literacy with training on AI and