2_Arm_Liliya and Baidu Kai.pdf

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1、Public 2023 Arm Technology(China)Co.,Ltd.Embedded World China 2023Accelerate Baidu PaddlePaddle Edge AI Software Development with Arm Virtual HardwareLiliya Wu Arm China,Ecosystem SpecialistKai Wang Baidu,Senior Product Manager2Public 2023 Arm Technology(China)Co.,Ltd.AgendaBackgroundNews trends in

2、Artificial Intelligence for IoT devicesKey challenges and solutions for Edge AI developmentPaddlePaddle Deep Learning PlatformOverview and core technologies of PaddlePaddleCo-launch model zoo and Paddle develop toolkitPaddle on Cortex-MLeverage TVM code generation technology to deploy PaddlePaddle m

3、odels on Cortex-MDeploy&Test with Arm Virtual HardwareArm Virtual Hardware product overviewDevelop and CI test use cases with Arm Virtual Hardware SummaryUser benefits Developer resourcesPublic 2023 Arm Technology(China)Co.,Ltd.BackgroundThe Future of ML Shifts to the Edge4Public 2023 Arm Technology

4、(China)Co.,Ltd.AI is Transforming EverythingUnlock the Benefits of Artificial Intelligence for IoT DevicesSmarter and more accessible healthcareAutomation-to-autonomous transformation of Industry 4.0Ensuring global food supply with precision agriculture Optimized transportation infrastructureDigital

5、 urban renewal with smart and connected citiesStreamlined lifestyle with the voice-assisted homeStreamlined lifestyle with the voice-assisted home5Public 2023 Arm Technology(China)Co.,Ltd.Key Challenges and SolutionsNN Design&TrainingDeploymentMonitor&data collectionTraining dataTrained NNSoftware d

6、evelopmentModel OptimizationBinary ImageIntegrationDevices fleetCloud servicesModel and hardware alignmentFrequently updated driven by real-world data requires efficient CI/CD workflowsArm VirtualHardwareArm VirtualHardwarePerformance MetricsMultiple hardware,multiple models,multiple application sce