Constructivism, Bloom's Taxonomy, Cognitive Load Theory, Feedback Theory, AI
Authors:
Liu, Lei
Journal:
IJIRES
Volume:
12
Number:
2
Pages:
19-29
Month:
March
ISSN:
2349-5219
BibTex:
Abstract:
This paper develops a framework by integrating constructivism, Bloom's Taxonomy, cognitive load theory, and feedback theory with artificial intelligence (AI) to meet the increasing demand for Linux expertise in data science education. We revamp the teaching methodology of the course Principles and Applications of the Linux Operating System by implementing a task-driven approach, layered learning, cognitive load reduction, timely feedback, and collaborative simulations of big data projects. Evaluation results exhibit substantial enhancements in students' practical skills, self-directed learning capabilities, and collaborative capacities. This framework offers instructors a systematic, scalable strategy to develop Linux proficiency aligned with the changing needs of data science professionals.