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Course Design for Advanced Artificial Intelligence

  • Kuo-Kun Tseng,
  • Fuqing Li

摘要

This work presents a comprehensive design for an Advanced Artificial Intelligence (AI) course. The course aims to provide students with a deep understanding of cutting-edge AI technologies, emphasizing independent research, innovation, and collaborative skills. Students must have a strong background in machine learning, proficiency in Python, and a knack for teamwork. The course structure covers key AI domains and addresses challenges through a customized blend of methodologies. It takes into account different learning styles, ensuring adaptability. Overall, the course aims to equip learners with the skills and flexibility required in the dynamic field of advanced AI. Additionally, in the process of designing the curriculum, we faced several challenges. We identified research problems such as information overload and model complexity, which hinder student comprehension. Additionally, a lack of practical engagement and time-intensive experimentation were diminishing the student learning experience and impacting efficiency. To address these issues, we also identified research gaps, including how to ensure the practicality and relevance of the course, balance theory and practice, evaluate learning outcomes, enhance learner engagement, and integrate with traditional education models.