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RESEARCH HIGHLIGHTS

Some of the project highlights of the Department are listed below:

Distributed Systems and Networking (DSAN)

Energy-efficient Training of Multiple Deep Learning Models on GPU Clusters
Staff Prof. CHU, Xiaowen
Objectives
  • To build up an open data set of GPU performance and power with DVFS;
  • To develop performance and power models for the training jobs of deep learning models;
  • To design online algorithms for resource allocation and task scheduling problem on GPU clusters;
  • To implement an open-source job management and scheduling system, and to evaluate the performance of the proposed solutions using real-world experiments.


Project in Different Research Areas:

Artificial Intelligence and Machine Learning (AIML) Big Data and Data Management (BDDM) Computer Vision and Pattern Recognition (CVPR) Distributed Systems and Networking (DSAN)
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Department of Computer Science, Hong Kong Baptist University
Hong Kong Baptist University