利用 AWS 存储加速新一代 AI 和 ML 工作负载.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.S T G 2 0 1Accelerate gen AI and ML workloads with AWS storageMonica VyavahareJordan Dolman(he/him)Principal Product Manager,AWS storageAmazon Web Services(she/her)S

2、enior Product Manager,Amazon S3Amazon Web Services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Data is the foundation of differentiated AI 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.P R O B L E M S T A T E M E N TImprove foundational model responses wit

3、h data1)I want to improve productivity for a given task2)I want to use an existing large language model,but I need it to respond based on my data 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Improving AI outcomes with dataOutput qualityComplexityTimeCostPromptengineeringPrompts

4、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Role:Align voice with desired character or expertiseExample(s):Set context or format for responsesContext:Introduce data the response should considerConstraints:Create boundaries for responsePrompt Engineering 2025,Amazon Web Servic

5、es,Inc.or its affiliates.All rights reserved.Improving AI outcomes with dataOutput qualityComplexityTimeCostPromptengineeringRetrievalAugmentedGeneration(RAG)Knowledge basesPrompts 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A M A Z O NB E D R O C K12A M A Z O NS 3U S E R Q U

6、E R Y34A U G M E N T E D P R O M P TU S E R R E S P O N S E56M O D E LRetrieval augmented generation(RAG)2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Ingesting data into S3BatchAWS CLI/SDKAWS Transfer FamilyAWS DataSyncAWS Glue CrawlersReal-timeAmazon KinesisAmazon SQSA M A Z O