IEEE BigData 2021 Cup: Soft Sensing at Scale is a data mining competition organized by Seagate Technology, in association with the IEEE BigData 2021 conference. The scope of this challenge is to tackle the task of classifying soft sensing data with machine learning techniques. In this paper we go into the details of the challenge and describe the data set provided to participants. We define the metrics of interest, baseline models, and describe approaches we found meaningful which may be a good starting point for further analysis. We discuss the results obtained with our approaches and give insights on what potential challenges participants may run into. Students, researchers, and anyone interested in working on a major industrial problem are welcome to participate in the challenge!
翻译:2021年IEE BigData Cup:SOft Servication 2021 Scamp:Soft Servication by Seagate Technology(Segate Technology)与IEEE BigData 2021会议联合组织的数据开采竞赛。这项挑战的范围是用机器学习技术对软遥感数据进行分类的任务。在本文件中,我们详细讨论挑战的细节,并描述提供给参与者的数据集。我们定义了感兴趣的衡量标准、基线模型,并描述了我们认为有意义的方法,这些方法可能是进一步分析的良好起点。我们用我们的方法来讨论获得的结果,并洞察参与者可能遇到的潜在挑战。欢迎学生、研究人员和任何有兴趣解决重大工业问题的人参与这项挑战!