在 AWS 上大规模训练高性能 AI 模型.pdf

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1、A I M 3 6 5Train high-performing AI modelsat scale on AWSMichael OguikeSenior Technical Product ManagerAmazon Web ServicesTomonori ShimomuraPrincipal Solutions ArchitectAmazon Web ServicesDenis GoupilPrincipal Machine Learning EngineerRoblox 2025,Amazon Web Services,Inc.or its affiliates.All rights

2、reserved.AgendaThe need for training large AI modelsChallenges with training models at scaleHow SageMaker solves these challenges DemoCustomer success story from Roblox 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AI enabled features are becoming a necessity 2025,Amazon Web Ser

3、vices,Inc.or its affiliates.All rights reserved.AI enabled features are becoming a necessity 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AI enabled features are becoming a necessity 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AI enabled features are beco

4、ming a necessity 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AI enabled features are becoming a necessity 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Organizations using GenAI who also train or customize AI models to fit their use casehttps:/ 2025,Amazon

5、 Web Services,Inc.or its affiliates.All rights reserved.SageMaker was built for AI 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.SageMaker was built for AI 2017SageMaker Training jobs 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.SageMaker was built for AI 2

6、017SageMaker Training jobsFull ManagedAPI EphemeralclustersPay as you go 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.SageMaker was built for AI 2017SageMaker Training jobsFull ManagedAPI EphemeralclustersPay as you go2023Slurm&EKS orchestrationPersistentclustersGranular access