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Building an efficient artificial intelligence model for personalized training in colleges and universities
Computer Applications in Engineering Education ( IF 2.0 ) Pub Date : 2020-03-31 , DOI: 10.1002/cae.22235
Meng Xiao 1 , Haibo Yi 2
Affiliation  

Higher education provides a common educational pattern to all students in colleges and universities. However, under the general law of higher education, the teaching and education of a certain category or subject has its special regularity. Besides, students in colleges and universities have different demands of education. To address the challenges in higher education, it is very important to carry out higher education reform in colleges and universities. Personalized education has been considered to be a new educational model that is a result of the individual desire of students and the development of society. Traditional methodologies of teaching in colleges and universities cannot fulfill the implementation of personalized training. Hence, it is very urgent to develop new methodologies for personalized training. Among the methodologies of realization of personalized training, artificial intelligence is one of the most important methodologies. We exploit artificial intelligence for personalize education reform. First, we analyze the information of students before entering the colleges and universities. Then, we propose a method to extract modeling features of the student information. Second, we propose a method to build a personalized training model based on artificial intelligence. Third, we propose a method to predict the development track of students based on the personalized training model. On the basis of above designs, we design personalized training for students in colleges and universities. Furthermore, we implement our design by using artificial intelligence. Besides, our design can be applied to the career planning or related areas.

中文翻译:

构建用于大学个性化培训的高效人工智能模型

高等教育为高校中的所有学生提供了一种通用的教育模式。但是,根据高等教育的一般法则,特定类别或学科的教学和教育具有其特殊的规律性。此外,大学生对教育的要求也不同。为了应对高等教育中的挑战,在大学中进行高等教育改革非常重要。个性化教育被认为是一种新的教育模式,是学生个人愿望和社会发展的结果。高校的传统教学方法无法实现个性化培训。因此,迫切需要开发用于个性化培训的新方法。在实现个性化训练的方法中,人工智能是最重要的方法之一。我们利用人工智能进行个性化的教育改革。首先,我们分析进入大学之前学生的信息。然后,我们提出了一种提取学生信息的建模特征的方法。其次,我们提出了一种基于人工智能构建个性化训练模型的方法。第三,提出了一种基于个性化训练模型的学生发展轨迹预测方法。在以上设计的基础上,我们为高校学生设计了个性化的培训课程。此外,我们通过使用人工智能来实现我们的设计。此外,我们的设计可以应用于职业规划或相关领域。
更新日期:2020-03-31
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