Task Allocation for Asynchronous Mobile Edge Learning with Delay and Energy Constraints

no code implementations • 30 Nov 2020 • Umair Mohammad, Sameh Sorour, Mohamed Hefeida

The proposed HA asynchronous (HA-Asyn) approach is compared against the HA synchronous (HA-Sync) scheme and the heterogeneity unaware (HU) equal batch allocation scheme.

Jointly Optimizing Dataset Size and Local Updates in Heterogeneous Mobile Edge Learning

no code implementations • 12 Jun 2020 • Umair Mohammad, Sameh Sorour, Mohamed Hefeida

This paper proposes to maximize the accuracy of a distributed machine learning (ML) model trained on learners connected via the resource-constrained wireless edge.