3 papers
cs.DC2019
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air
Mohammad Mohammadi Amiri, Deniz Gunduz
We study federated machine learning (ML) at the wireless edge, where power- and bandwidth-limited wireless devices with local datasets carry out distributed stochastic gradient des…
cs.DC2018
Computation Scheduling for Distributed Machine Learning with Straggling Workers
Mohammad Mohammadi Amiri, Deniz Gunduz
We study scheduling of computation tasks across n workers in a large scale distributed learning problem with the help of a master. Computation and communication delays are assumed…
cs.IT2018
Audience-Retention-Rate-Aware Caching and Coded Video Delivery with Asynchronous Demands
Qianqian Yang, Mohammad Mohammadi Amiri, Deniz Gündüz
Most results on coded caching focus on a static scenario, in which a fixed number of users synchronously place their requests from a content library, and the performance is measure…