在 Amazon SageMaker Unified Studio 中构建分析、机器学习和人工智能管道.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaIntroduction to SageMaker Unified StudioArchitectural Discussion&DemosQ&A 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Se

2、rvices,Inc.or its affiliates.All rights reserved.A N T 3 2 4Building Pipelines for Analytics,ML and AI in Amazon Sagemaker Unified StudioNavnit Shukla(He/Him)Sr.Solution Architect Data and AIAditya Challa(He/Him)Sr.Solution Architect 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved

3、.Business Requirement/ChallengesManualError-ProneSlow CyclesUnscalableUnlocking NYC Taxi insights through Weather and Zone Data integration 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Task and ChallengesAnalyticsMLAIAllBatchReal-TimeMetadataAlerts&NotificationSecurity Orchestr

4、ationDataQualityDataLineageMLOpsJupiterNotebookTrainingInferenceFine TuningFineTuningLLMsAIPlaygroundAgentsFlowsKnowledgebasesETL/ELTQueryEditorBILakehouse 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Open LakehouseData&AI GovernanceSQL analyticsAmazon RedshiftAmazon AthenaData

5、 processingAmazon EMRAWS GlueModel developmentAmazon SageMaker AIGen AI App developmentAmazon BedrockStreamingAmazon MSKAmazon KinesisBusiness intelligenceAmazon QuickSightSearch analyticsAmazon OpenSearch ServiceC O M I N G S O O NC O M I N G S O O NUnified StudioC O M I N G S O O N 2025,Amazon Web

6、 Services,Inc.or its affiliates.All rights reserved.Read and write from your preferred Apache Iceberg compatible compute enginesData&AI GovernanceUnified StudioAmazon Redshift data warehousesAmazon S3data lakesAuroraRDSOpenSearch vector dataServiceNowSalesforceZoho CRMInstagram A