使用Web-BOT在电子学习环境中自动回复学生的查询

Muhammad Farhan, M. Iqbal, M. Aslam, A. Enríquez, A. Farooq, Saad Tanveer, A. P. Mejia
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引用次数: 14

摘要

如今,电子学习(e-Learning)被用来教育人们。利用电子学习,许多世界排名靠前的大学正在通过远程学习开始高中到学位水平甚至研究生水平的不同课程。本文描述了最著名的不同机器学习技术,以提高e-Learning教育标准和模型。本文描述了综合监督和无监督技术,用于电子学习范式自动回复学生的问题。Web bot是为远程上课的学生提供学习服务的。由于某门课程的学生人数众多,学生与教师的互动是一个主要的挑战。因此,解决方案是训练基于网络的机器人,并使其可用于学生的互动24/7。电子学习环境的主要缺点是不经常回复学生的问题,我们将使用网络机器人来解决这个问题。关键的需求是处理学习技巧,但不是完全自动化。机器在训练数据上进行训练,在测试数据集上进行验证。提出了在电子学习中使用网络机器人的想法,有助于提高学生的学习曲线。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automated Reply to Students' Queries in E-Learning Environment Using Web-BOT
Electronic Learning (e-Learning) is used to educate people in these days. Using e-Learning, a number of world ranking universities are starting different courses for high school level to degree level and even at post graduate level through distance learning. This paper describes the best-known different machine learning techniques to boost up the e-Learning education standard and model. Comprehensively supervised and unsupervised techniques are described here for the e-Learning paradigm to auto reply of students' questions. Web bot is incorporated for the learning of students who are taking courses by remote mode. Due to the number of students enrolled in a particular course, student teacher interaction is a major challenge. Thus the solution is to train the Web based bot and make it available for the students' interaction 24/7. Main drawback of e-Learning environment is not frequent replies of student queries which we are going to cover by using web bot. The key demand is to deal with learning techniques but not fully automated. Training of the machine is performed on training data and validation is performed on test data set. Proposed idea of using the web bot in e-Learning is helpful to increase the learning curve of the students.
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