基于人工智能的科学学习技能评估

Okacha Diyer, N. Achtaich, Khalid Najib
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引用次数: 0

摘要

对提高科学技能感兴趣的重要性在于使学习者在面对可能出现的不同教学情况时具备反思和行为的态度。考虑到不同的信息资源和现有的先进技术手段,这些科学技能将为学习者提供一种学习自主权。从这个意义上说,我们有兴趣提出一个科学技能的评估过程,即:$C_{1}$:适当,$C_{2}$:分析和推理,$C_{3}$:实现,$C_{4}$:验证和$C_{5}$:沟通,使用基于决策树的人工智能。这使得教师可以监控学生的科学技能评估,并建立他们的科学技能演变的进度报告。基本目标是实现科学技能的规范化,以满足学习者的需要。事实上,这项研究提供了一种智能策略,帮助教师预测学生的科学技能习得水平,以便在适当的时间做出正确的决定。这允许对科学技能进行动态评估,并根据学习者的学习能力进行学习操作的进展,从而允许学习者之间的公平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessment of Scientific Learning Skills Based on Artificial Intelligence
The importance of taking an interest in improving scientific skills is to equip learners with the attitudes of reflection and behavior in the face of the different pedagogical situations that may arise. Considering the different information resources and the existing advanced technological means, these scientific skills will offer learners a kind of learning autonomy. In this sense, we are interested in proposing an evaluation process for scientific skills, namely: $C_{1}$: Appropriate, $C_{2}$: Analyze and reason, $C_{3}$: Realize, $C_{4}$: Validate and $C_{5}$: Communicate, using artificial intelligence based on the decision tree. This allows the teacher to monitor the scientific skills assessment of his students and to establish a progress report of their scientific skills evolution. The essential objective is to achieve a regularization of scientific skills in order to meet the needs of learners. In fact, this research offers an intelligent strategy that helps the teacher to predict the level of scientific skills acquisition of his students in order to make the right decisions at the appropriate time. This allows a dynamic assessment of the scientific skills to be transmitted and a progression of the learning operation which allows equity between the learners according to their learning capacity.
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