Yanghua Peng

Deep Learning-based Job Placement in Distributed Machine Learning Clusters

2019

Production machine learning (ML) clusters commonly host a variety of distributed ML workloads, e.g., speech recognition, machine translation. While server sharing among jobs improves resource utilization, interference among co-located ML jobs can lead to significant …