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零信任之旅:企业AI实施中的数据隐私保障.pdf

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1、Data Privacy and Enterprise AI A Zero Trust Journey ForBill SchaumannDirector of PrivacyLightBeam.aiJutta WilliamsSr.Director,Security,Privacy&Compliance Engineering,RedditPriyadarshi PrasadCo-Founder,Chief Product Officer,Lightbeam.aiWelcome and IntroductionsCaroline PrietoSr.Director of Privacy,an

2、d Privacy Counsel,Guild4Ready or Not:Here Comes AIEnterprise AI:Opportunities and RisksMaking AI Ready for your EnterpriseGuild:A Case Study on AI and Privacy PostureAgendaShifting Landscape for Data Privacy&AI GovernanceData volumes Data volumes&typestypes are are growinggrowingStructured and unstr

3、uctured data continuously growingExpanding AI Expanding AI regulatory regulatory mandatesmandatesBidens EO,EU,AI Act,ADMT Number of Number of insertion points insertion points is increasingis increasingLike water,Data flows everywhere all it takes is a single API call.Its the early 2000s again possi

4、bilities are only limited by our imaginationAI Governance is the new Y2K bug!CA Automated CA Automated Decision Making Decision Making TechnologyTechnologyRequire businesses(using personal information in their automated decision-making systems)to clearly outline to consumers how the information is u

5、sed and their rights to opt out of it.CA Automated CA Automated Decision Making Decision Making TechnologyTechnologyRequires businesses using PI in automated decision-making systems to clearly outline to consumers how the information is used and their rights to opt out of it.Biden EO on Safe Biden E

6、O on Safe SecureSecure Requires sharing of safety test results Standards to authenticate official content Harness AI to make software and networks more secure.Strengthening privacy preserving tech development.Open AIs General Open AIs General Counsel Che ChangCounsel Che ChangFuture AI driven servic

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本文主要讨论了数据隐私和人工智能治理在企业中的重要性。文章指出,数据量和种类不断增长,AI监管要求也在提高,如拜登的行政命令、欧盟AI法案等。因此,企业需要对数据进行分类和了解,确保在自动化决策系统中使用个人数据时,能明确告知消费者其数据如何被使用及他们的退出权。同时,零信任模型被提出,以保证在访问、使用和分享敏感数据时,任何实体都不应被默认信任。文章还讨论了AI系统的学习过程,包括数据的收集和预处理,模型的架构和验证,以及如何在生产环境中部署AI模型。最后,文章以Guild为例,介绍了其在隐私和数据治理方面的要求,以及LightBeam在零信任数据保护方面的解决方案。
如何确保企业安全?" 如何打造安全的AI环境?" AI时代的挑战与机遇是什么?"
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