Rumi: An Intelligent Agent Enhancing Learning Management Systems Using Machine Learning Techniques

Behafarid Mohammad Jafari, Mengyuan Zhao, Ali Jafari
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引用次数: 20

Abstract

The dramatic improvement of information and communication technology (ICT) has made an evolution in learning management systems (LMS). The rapid growth in LMSs has caused users to demand more advanced, automated, and intelligent services. This paper discusses how Artificial Intelligence and Machine Learning techniques are adopted to fulfill users’ needs in a social learning management system named “CourseNetworking”. The paper explains how machine learning contributed to developing an intelligent agent called “Rumi” as a personal assistant in CourseNetworking platform to add personalization, gamification, and more dynamics to the system. This paper aims to introduce machine learning to traditional learning platforms and guide the developers working in LMS field to benefit from advanced technologies in learning platforms by offering customized services.
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鲁米:使用机器学习技术增强学习管理系统的智能代理
信息通信技术(ICT)的飞速发展使学习管理系统(LMS)发生了巨大的变化。lms的快速增长使得用户需要更先进、自动化和智能的服务。本文讨论了如何在一个名为“CourseNetworking”的社会学习管理系统中采用人工智能和机器学习技术来满足用户的需求。本文解释了机器学习如何有助于开发一个名为“Rumi”的智能代理,作为CourseNetworking平台的个人助理,为系统添加个性化,游戏化和更多动态。本文旨在将机器学习引入传统的学习平台,并通过提供定制化服务,引导LMS领域的开发人员从学习平台的先进技术中受益。
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