【新品发布】亚马逊SageMaker笔记本电脑从原型到量产.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.Daiyan AlamgirPrincipal EngineerAmazon SageMaker Unified StudioAmir Bar-OrPrincipal EngineerAmazon

2、 SageMaker Unified StudioPrototype to Production in the New Amazon SageMaker Notebook ExperienceA N T 2 1 4Amazon SageMaker Unified Studio 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.OverviewInteractive Development using NotebooksMoving to Production using CI/CDCase StudyAgend

3、a 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Lakehouse ArchitectureData&AI GovernanceSQL analyticsAmazon RedshiftData processingAmazon EMRAWS GlueAmazon AthenaModel developmentAmazon SageMaker AIGen AI App dev

4、elopmentAmazon BedrockStreamingAmazon MSKAmazon KinesisBusiness intelligenceAmazon Quick SightSearch analyticsAmazon OpenSearch ServiceC O M I N G S O O NC O M I N G S O O NC O M I N G S O O NUnified Studio 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I N T E R A C T I V E D E

5、V E L O P M E N TSingle tool to perform data,AI and ML oriented tasks using generative AI.Modern interface for authoring Python and SQLBuilt-in autoscaling serverless SparkConnectivity to data catalog and other sourcesBuilt-in AI agentNative visualizationsNotebooks 2025,Amazon Web Services,Inc.or it

6、s affiliates.All rights reserved.P R O D U C T I O N D E P L O Y M E N TReliably deploy workloads to various stages from development to production.CI/CD App DeploymentOn GitHubAutomate Data&AI Deployments Deploy Workflows,notebooks,ML models,and GenAISeparatio