NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access

Alexander Renz-Wieland, Rainer Gemulla, Zoi Kaoudi +1

Parameter servers (PSs) facilitate the implementation of distributed training for large machine learning tasks. In this paper, we argue that existing PSs are inefficient for tasks…