Self-aware distributed deep learning framework for heterogeneous IoT edge devices

Yi Jin, Jiawei Cai, Jiawei Xu, Yuxiang Huan, Yulong Yan, Bin Huang, Yongliang Guo, Lirong Zheng, Zhuo Zou

Abstract: Highlights•We present a distributed deep learning framework for edge-based training.•We propose a self-aware design to enhance system reliability and resilience.•We design a reconfigurable/dynamic task assignment to manage existing edge resources.