Therefore, an efficient optimization algorithm is required. This paper proposes a novel and generic framework for single-objective machine design optimization using Gaussian process regression (GPR) ...

JointPS first minimizes the completion time of a single training epoch for each DML job via jointly optimizing the parameter server placement and flow scheduling, and predicts the number of remaining ...