X Qi, C Liu - 2018 IEEE/ACM Symposium on Edge Computing …, 2018 - ieeexplore.ieee.org
… pruning, for IoTedge devices. We can discover optimization opportunities for enabling deep learning capability on IoTedge across hardware level to machinelearning algorithm level. …
MT Yazici, S Basurra, MM Gaber - Big data and cognitive computing, 2018 - mdpi.com
… Implementing machinelearning inference on edge devices … the feasibility of running machine learning algorithms, both … operating system designed for IoT device development. Three …
H Doyu, R Morabito, J Höller - IEEE IoT Newsl, 2020 - researchgate.net
… machinelearning can have a remarkable technological impact on the core of constrained and embedded InternetofThings (IoT… value of MLdriven IoT at the edge. TinyML holds promise …
H Wang, L Barriga, A Vahidi… - 2019 IEEE 16th …, 2019 - ieeexplore.ieee.org
… to the users and possibly into IoT devices or at the edge of IoT deployments. This could have … a typical IoTedge device that is more powerful than a typical batterypowered IoT device but …
… that involves developing a framework for industrial IoTedge applications [44]. • GE,4 … edge computing; VMware is developing a framework for boosting enterprise IoT efforts at the edge …
X Liu, J Yu, J Wang, Y Gao - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
… 1) We first design a computation task offloading scheme for the ultradense IoTedge computing network via machinelearning approaches, which is achieved by two steps: a) user …
… the performance of machine and deep learning models deployed at the edge, and trained … edge computing using machine and deep learning, and then we discuss data reduction in IoT …
… The idea is to use machinelearning in the backend servers to … a distributed-edge-computing-based Internet-of-Things (IoT) … cloud and edge computing with those of machinelearning. …
… at the IoTedge to learn from a new data pattern it sees after deployment. Initially, the MCU of the edge device will execute the use case’s IoT application loaded into its memory. This IoT …