通过领域特定微调提升 GenAI 在电信领域的应用效果.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I N D 4 1 0Enhance GenAI Outcomes in Telecom with Domain Specific Fine-TuningGouthami GurramGlobal Data&AI LeadAWS Professional ServicesAjay RavindranathanPrincipal

2、Solutions Architect AI/MLAWS TelcoRabi AbdelProServe MEA LeadAWS Professional Services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Explosive Data GrowthKey factors for shaping Telco through AICompetition&RevenueOperational EfficiencySecured Operations 2025,Amazon Web Services,

3、Inc.or its affiliates.All rights reserved.Challenges Generic LLMsInsufficient AccuracyCost EfficiencyDeployment Complexity 30%-40%2-4 timesSource:Open Telco Benchmarks,GSMAUp to 3 times 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Context AwareRight sized Model LLMs/SLMsACCURAC

4、YCOSTSFLEXIBILITYTransforming with Domain Specific Models 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Challenges Custom LLM DevelopmentData complexity&securityHigh costs&resourcesScalability 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Amazon SageMaker&Am

5、azon BedrockBuild,train,and deploy models at scaleAmazon SageMaker HyperpodPurpose built compute infrastructure for distributed trainingAmazon Trainium/Inferentia/NVDIAHigh-performance,low-cost purpose built AWS chips and NVDIA GPUsARTIFICIAL INTELLIGENCE(AI)/GENERATIVE AICOMPUTEGPUSSimplify Model D

6、evelopment with AWS AI services 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Telecom Use cases for Fine tuningCode&Workflow GenerationSecurity event AnalysisMarketing CampaignCustomer Care&Experience Network Operations&Root Case AnalysisNetwork Planning 2025,Amazon Web Services