Amazon EKS 上 MLOps 的架构模式 [重复].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.CNS303Re Alvarez Parmar(He/Him)Principal Solutions ArchitectAmazon Web ServicesNirmal Mehta(He/Him

2、)Principal Solutions ArchitectAmazon Web ServicesArchitecture patterns for MLOps on Amazon EKS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What is MLOps?Why is it better with Amazon EKS?Distributed Training Patterns on Amazon EKS 2025,Amazon Web Services,Inc.or its affiliates.

3、All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.-the tech communityWhat does ML let me do that was previously impossible?How do I do it faster?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What is MLOpsMachine LearningDevOpsMLOpsContinuous

4、IntegrationContinuous DeliveryMicroservicesInfrastructure as CodeObservabilityCommunicationProject Management 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Containerization and MLEasier dependency managementControlled deploymentsSimplified scalingPackaging standardizationKuberne

5、tes makes it faster to scale,deploy,and test models 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.MLOps Options in AWSFully ManagedEasy to get startedLess operational overheadOpen Source basedFine control over re

6、sourcesBuild your own stack 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Enterprise MLOpsML ScientistsPlatformEngineers 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services