Smart-DNN: Efficiently Reducing the Memory Requirements of Running Deep Neural Networks on Resource-constrained Platforms

Deep neural networks (DNNs) have gained considerable attention in various real-world applications due to their strong performance in representation learning. However, running a DNN needs tremendous memory resources, which significantly restricts DNN from being applicable on resource-constrained platforms (e.g., IoT, mobile devices, etc.). Lightweight DNNs can accommodate the characteristics of mob...