Zoox：构建用于自动驾驶汽车的机器学习基础设施.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.AMZ304Zoox:Building Machine Learning Infrastructure for Autonomous VehiclesAvinash KolluriHe/HimSr.Solutions Architect,AWSJim Robinson-Bohnslav,PhDAnindya SahaHe/Him

2、Technical Lead Manager,Foundation Models,ZooxHe/HimTechnical Lead,ML Platform,Zoox 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaIntroduction to ZooxOverview of ML uses cases and training infrastructureChallenges of foundation modelAWS SageMaker HyperPodSolution and journe

3、yKey benefits and lessons learned 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Mission and VisionZoox aims to make personal transportation safer,cleaner,and more enjoyable for everyone.Were reinventing personal transportation with a purpose-built robotaxi thats fully autonomous

4、,all-electric,and designed for riders.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Challenging the status quoThe model of individually-owned,human-driven vehicles is brokenDanger1.4MEstimated annual fatalities globally due to crashesIdle assets4%Average vehicle utilizationConge

5、stion1/3City traffic is caused by searching for parkingExhaust1/4Air pollution is from transportationInconvenience400BAnnual hours spent driving worldwide 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Zoox is live in Las VegasComing soon in San FranciscoGet the app!2025,Amazon W

6、eb Services,Inc.or its affiliates.All rights reserved.7Groundbreaking technology,one great experienceAutonomy360 overlapping field of viewOur sensor placement provides an overlapping field of view and 360 coverage.This enables redundancy and for the vehicle to perceive in all directions equally well