We organized a competition on Autonomous Lifelong Machine Learning with Drift that was part of the competition program of NeurIPS 2018. This data driven competition asked participants to develop computer programs capable of solving supervised learning problems where the i.i.d. assumption did not hold. Large data sets were arranged in a lifelong learning and evaluation scenario and CodaLab was used as the challenge platform. The challenge attracted more than 300 participants in its two month duration. This chapter describes the design of the challenge and summarizes its main results.
翻译:我们与Drift组织了一场关于 " 终身自主机器学习 " 的竞赛,这是NeurIPS 2018竞争方案的一部分。这一数据驱动竞争要求参与者开发计算机程序,在i.d.假设不成立的地方解决受监督的学习问题。大型数据集安排在终身学习和评价的情景中,CodaLab被用作挑战平台。挑战在两个月内吸引了300多名参与者。本章描述了挑战的设计并概述了其主要结果。