2022 · 15 citations · 36 references
ComputingComputer EngineeringComputer ScienceArtificial IntelligenceEdge ComputingMachine LearningEdge Artificial IntelligenceEdge SecurityIot Application DevelopmentIot ArchitectureIot Edge ComputingIot SecurityEdge Machine LearningIterative ExperimentationMachine Learning For IotOn-device Machine Learning
The latest generation of IoT systems incorporate machine learning (ML) technologies on edge devices. This introduces new engineering challenges to bring ML onto resource-constrained hardware, and complications for ensuring system security and privacy. Existing research prescribes iterative processes for machine learning enabled IoT products to ease development and increase product success. However, these processes mostly focus on existing practices used in other generic software development areas and are not specialized for the purpose of machine learning or IoT devices.
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Xception: Deep Learning with Depthwise Separable Convolutions
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Engineering, Information Systems, Information Technology +10
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