利用令牌化技术保护您的 AI 工作负载数据（由 Capital One 赞助）.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Vinayak HulawaleSr.Distinguished EngineerCapital One SoftwareSrikanth VenkatSr.Director,Product Ma

2、nagementCapital One SoftwareSecuring Data for Your AI Workloads with TokenizationSEC225-S 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Sr.Distinguished EngineerCapital One SoftwareVinayak HulawaleSr.Director,Pro

3、duct ManagementCapital One SoftwareSrikanth Venkat 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaThe AI Data Dilemma:The industry-wide challenge of using sensitive data.Tokenization Explained:How it works and its benefits over other methods.Case Study:Capital Ones large-sc

4、ale tokenization architecture on AWS.Blueprints:Actionable patterns for training LLMs and implementing AI Guardrails.Key Takeaways 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The AI Data Dilemma 2025,Amazon Web

5、 Services,Inc.or its affiliates.All rights reserved.AI is a top investment,but its fueled by sensitive data300%Increase in data generation from 2019 to 202316270%Proliferation of DataUS companies deploying or exploring AI in their businessEmergence of AIEvolving RegulationNational privacy laws globa

6、lly and growingSource:.IBM Global AI Adoption Index 2022,G2 Data Statistics,Global Data Privacy Laws 2023,Gartners Top Predictions for Cyber Security 2023-20243150+Increasing CompromisesData compromises in 2024 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Solution:Separate Valu