Teaching reform of university botany courses based on discrete regression algorithm

被引:0
|
作者
Li Z. [1 ,2 ]
Liu J. [3 ]
Lu L. [4 ]
Wang Y. [1 ,2 ]
Yan X. [1 ,2 ]
Han C. [1 ,2 ]
机构
[1] School of Food and Biological Engineering, Hezhou University, Guangxi, Hezhou
[2] Guangxi Key Laboratory of Health Care Food Science and Technology, Guangxi, Hezhou
[3] School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Hubei, Wuhan
[4] School of Architecture, Design and Planning, The University of Sydney, Sydney, 2006, NSW
关键词
Big data technology; Botany teaching system; Discrete regression algorithm; Hadoop platform; Weights;
D O I
10.2478/amns.2023.2.00270
中图分类号
学科分类号
摘要
Under the digitalization of big data information, the traditional way of teaching botany courses faces challenges and opportunities, and using big data technology to improve the quality of botany teaching becomes a key research problem. Firstly, based on the big data technology and the teaching objectives of botany in colleges and universities, the teaching system platform is proposed to be constructed by a discrete regression algorithm and Hadoop platform. Then the structure and functions of the teaching system are designed according to the needs of teachers and students and course objectives, and the teaching system is realized for practical application in botany courses. Finally, starting from students as learning subjects, biological engineering students of Guizhou University were identified as the research objects, and the teaching system platform based on the discrete regression algorithm was used to conduct weight analysis on the teaching of botany courses in colleges and universities. The results showed that the mean values of the botany course, bacteriology course, zoology course and microbiology weight were 25.64%, 25.32%, 24.57% and 24.47%, respectively, and the overall weight means performance showed that botany was better than the other three types of biology courses with the mean value of 25.64%. This study has helped improve botany teaching quality and curriculum reform by increasing the participation of students in classroom teaching. © 2023 Zhuowei Li et al., published by Sciendo.
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