Search Results for author: Chiew Tong Lau

Found 2 papers, 2 papers with code

MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs

1 code implementation1 Jan 2023 Huaizheng Zhang, Yuanming Li, Wencong Xiao, Yizheng Huang, Xing Di, Jianxiong Yin, Simon See, Yong Luo, Chiew Tong Lau, Yang You

The vision of this paper is to provide a more comprehensive and practical benchmark study for MIG in order to eliminate the need for tedious manual benchmarking and tuning efforts.

Benchmarking

Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI

2 code implementations19 Jul 2022 Yizheng Huang, Huaizheng Zhang, Yuanming Li, Chiew Tong Lau, Yang You

In data-centric AI, active learning (AL) plays a vital role, but current AL tools 1) require users to manually select AL strategies, and 2) can not perform AL tasks efficiently.

Active Learning AutoML +1

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