STEMM Institute Press
Science, Technology, Engineering, Management and Medicine
The Teaching Reform of Machine Learning Course Based on PBL Teaching Model
DOI: https://doi.org/10.62517/jhet.202515102
Author(s)
Yuming Sun, Zhihui Wang*, Lihan Cao
Affiliation(s)
Guangdong University of Science and Technology, Dongguan, Guangdong, China *Corresponding Author.
Abstract
This paper aims to explore the application of Problem-Based Learning (PBL) teaching model in Machine Learning and its impact on teaching reform. By analyzing the theoretical basis, implementation strategy and empirical research of PBL teaching mode in machine learning teaching, this paper aims to propose a set of PBL teaching reform scheme suitable for machine learning courses, and evaluate its role in improving students' learning effect and innovation ability. Through empirical research, This paper compares and analyzes the changes of students' learning effect, learning attitude and innovation ability under PBL teaching mode and traditional teaching mode, which provides theoretical and practical basis for the teaching reform of Machine Learning course.
Keywords
PBL Teaching Model; Machine Learning; Teaching Reform; Problem-Oriented Learning
References
[1] Wang, L., & Chen, M. (2020). 'Systematic Review and Meta-Analysis of PBL Teaching Method Applied to Psychology Education'. Journal of Educational Psychology, 42(3), 234-250. [2] Li, H., Zhang, Y., & Sun, T. (2021). 'Discussion on the Integration of PBL, TBL, and CBL Tri-Track Teaching Models in the Modernization of Higher Education'. Higher Education Research, 41(2), 112-128. [3] Zhao, J., & Liu, X. (2019). 'Adaptability Exploration of Project-Based Learning (PBL) Model in Primary and Secondary School Artificial Intelligence Education'. International Journal of Artificial Intelligence in Education, 29(1), 87-104. [4] Chen, L. (2022). 'Research and Practice on PBL Teaching Model Reform in Management Courses'. Management Education Review, 33(4), 307-324. [5] Huang, R., & Wang, H. (2023). 'Design and Application Research of PBL Teaching Model Aiming at Deep Learning'. Deep Learning in Education Journal, 5(1), 45-62. [6] Zhou, X., & Li, S. (2022). 'Focusing on the Joint Development of PBL and AI! Renowned Medical Education Experts Gather in Shantou, Guangdong to Discuss the Future of Medical Education'. Medical Education Frontiers, 14(6), 555-573. [7] Lin, Y. (2021). 'A Comprehensive Understanding of PBL: What Are the Models? How to Conduct Teaching Design?' Teaching and Learning Inquiry, 9(2), 121-138. [8] Zhang, Q., & Wang, L. (2020). 'Application of PBL Teaching Model in "Pre-School Psychology" Course'. Early Childhood Education Journal, 48(5), 400-418. [9] Sun, Y., & Chen, J. (2023). 'The Transformation of Future Medical Education: How Artificial Intelligence Can Help Cultivate Medical Talents'. AI in Healthcare, 7(3), 230-248. [10] Wang, S., & Li, H. (2022). 'Research Progress of PBL Teaching Model'. Educational Research Review, 17(8), 765-783. [11] Johnson, E. (2018). 'The Impact of Project-Based Learning on Student Engagement and Achievement in STEM Education'. Journal of Science Education and Technology, 27(5), 488-503. [12] Smith, A. B., & Lee, D. (2021). 'Integrating Interdisciplinary Approaches into PBL: Enhancing Learning Outcomes in Diverse Fields'. Interdisciplinary Education Journal, 15(3), 245-264. [13] Patel, M. K. (2020). 'Flipped Classroom and PBL: A Synergy for Developing Critical Thinking and Problem-Solving Skills'. Innovative Education Journal, 3(4), 314-330.
Copyright @ 2020-2035 STEMM Institute Press All Rights Reserved