加速汽车创新：机器学习与高性能计算最佳实践.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.C M P 3 5 0Accelerating Vehicle Innovation:ML&HPC best practicesFrancesco Ruffino(he/him)Prin.HPC Specialist Solutions ArchitectAWSIngrid Torres Lopes(she/her)R&D Di

2、gitalization SpecialistToyota Motor Europe Quinten Schrevens(he/him)Sr Consultant AWS CloudDeloitte 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agenda1.Running HPC and ML workloads on AWS2.Toyota use case3.Solution4.Project outcomes,lessons learnt and best practices5.Q&A 2025,

3、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.Running HPC and ML workloads on AWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.C

4、ost savingsWhat is it?Infrastructure cost savings/Best ROI on Software LicensesStaff productivityWhat is it?Efficiency improvement by function on a task-by-task basisOperational resilienceWhat is it?Benefit of improving SLAs and reducing unplanned outageTactical impactStrategic impactSustainabilityW

5、hat is it?Minimizing environmental impact of operationsBusiness agilityWhat is it?Deploying new features/applications faster and reducing errorsWhy are customers choosing AWS for HPC and ML?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.1.Lift and Shift2.Heterogeneous and Flexibl

6、e3.From traditional CAE to AI/ML-driven simulation4.GenAI for Smart SimulationsTypical HPC Customer journey 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.PerformanceSustainability1.Lift and ShiftUp to 70%For CFD simulationsUp to 95%Carbon footprint reductionComputeVirtualDesktop