借助 AWS Clean Rooms 为广告技术公司提供隐私增强型机器学习和 GenAI.pdf

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.I N D 3 6 0Anna WhitehouseRyan MaleckyPrivacy-Enhanced ML and GenAI for AdTechs with AWS Clean Roo

2、ms(she/her)Sr.Product Manager,AWS Clean RoomsAmazon Web Services(he/him)Sr.Solutions ArchitectAmazon Web Services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What problem does a clean room solve AWS Clean Rooms ML in AWS Clean Rooms Synthetic dataset generation for ML model tr

3、aining Whiteboard examplesAgenda 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data sharing vs.data collaborationData sharing:Making data accessible to other parties for use or analysisData collaboration:Analyzing one or more partys data without sharing the raw data 2025,Amazon

4、Web Services,Inc.or its affiliates.All rights reserved.Data sharing vs.data collaboration 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data sharing vs.data collaborationData sharing 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data sharing vs.data collabor

5、ationData collaboration 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Collaborate with your partners without sharing raw data.AWS Clean Rooms 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AWS Clean Rooms9AWS accountAWS accountAWS Clean RoomsDataDataResultsAn

6、alysisCollaborationAnalysisResults 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Analysis typesMLTrainingBatch inferenceSQLAWS Clean RoomsPySpark 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AWS Clean Rooms11AWS accountAWS accountAWS Clean Rooms collaborati