Deep neural networks optimization for resource-constrained environments: techniques and models
Raafi Careem,
Md Gapar Md Johar,
Ali Khatibi
Abstract:This paper aims to present a comprehensive review of advanced techniques and models with a specific focus on deep neural network (DNN) for resource-constrained environments (RCE). The paper contributes by highlighting the RCE devices, analyzing challenges, reviewing a broad range of optimization techniques and DNN models, and offering a comparative assessment. The findings provide potential optimization techniques and recommend a baseline model for future development. It encompasses a broad range of DNN optimi… Show more
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