基于WEB的机器学习虚拟仿真实验平台设计  

Design ofWEB-based Machine Learning Virtual Simulation Experiment Platform

作　　者：贾长意 徐培君 王凯 李雅婷 王伟[1] 

机构地区：[1]周口师范学院,河南周口466000

出　　处：《大众科技》2021年第11期14-17,共4页Popular Science & Technology

基　　金：国家级大学生创新创业训练计划项目(No.202010478021)。

摘　　要：为提高《机器学习》课程实验教学的质量,文章对基于WEB的交互、动态与实时的机器学习虚拟仿真实验平台进行了设计。教师可通过思维导图、流程图、结构组织图等图形化方式对实验目的、要求、原理与步骤等实验环节进行快速设置,学生则可依此进行自主在线学习与实验(如构造仿真数据与设计算法等)以提高其学习、创新与实践能力。实验结果表明,该平台整体上具有较高的性能。In order to improve the quality of experimental teaching of machine learning course,this paper designs a WEB-based interactive,dynamic and real-time virtual simulation experiment platform for machine learning.Based on this platform,teachers can quickly set up the experimental links such as purposes,requirements,principles and steps in a graphical manner including mind map,flow chart,structure organization chart and so on;students can independently learn theories and conduct experiments on line(e.g.,construct simulation data and designing algorithms etc.)to improve their learning,innovation and practice abilities.Experimental results show that the platform has high performance as a whole.

关 键 词：机器学习 虚拟仿真 实验教学 

分 类 号：TP311[自动化与计算机技术—计算机软件与理论]