DLRover: An Elastic Deep Training Extension with Auto Job Resource Recommendation

no code implementations • 4 Apr 2023 • Qinlong Wang, Bo Sang, HaiTao Zhang, Mingjie Tang, Ke Zhang

The resource configuration of a job deeply affect this job's performance (e. g., training throughput, resource utilization, and completion rate).

SQLFlow: A Bridge between SQL and Machine Learning

1 code implementation • 19 Jan 2020 • Yi Wang, Yang Yang, Weiguo Zhu, Yi Wu, Xu Yan, Yongfeng Liu, Yu Wang, Liang Xie, Ziyao Gao, Wenjing Zhu, Xiang Chen, Wei Yan, Mingjie Tang, Yuan Tang

Previous database systems extended their SQL dialect to support ML.

BIG-bench Machine Learning

A Natural-language-based Visual Query Approach of Uncertain Human Trajectories

no code implementations • 1 Aug 2019 • Zhaosong Huang, Ye Zhao, Wei Chen, Shengjie Gao, Kejie Yu, Weixia Xu, Mingjie Tang, Minfeng Zhu, Mingliang Xu

Visual querying is essential for interactively exploring massive trajectory data.