國立臺灣科技大學・115 學年度第 1 學期
課程大綱
1. 教育大數據分析應用範疇及發展趨勢 2. 教育大數據的來源與資料處理介紹 3. 教育大數據之多模態資料標準化介紹 4. 多模態 AI 在教育大數據中的應用案例 5. 教育大數據分析機制流程與分析技術 6. 教育大數據預測分析介紹 7. 教育大數據分析實務案例:以瀏覽行為為例 8. 教育大數據分析實務案例: 以推薦適性化教材為例 9. 教育大數據分析實務案例:以預警系統設計之Dropout預測與策略介入 1. Application Scope and Development Trends of Educational Big Data Analytics 2. Introduction to the Sources and Processing of Educational Big Data 3. Standardization of Multimodal Data in Educational Big Data 4. Case Studies of Multimodal AI Applications in Educational Big Data 5. Analytical Mechanisms and Techniques in Educational Big Data Analytics 6. Introduction to Predictive Analytics in Educational Big Data 7. Practical Case Study of Educational Big Data Analytics: Browsing Behavior Analysis 8. Practical Case Study of Educational Big Data Analytics: Adaptive Learning Material Recommendation 9. Practical Case Study of Educational Big Data Analytics: Dropout Prediction and Strategic Intervention in Early Warning System Design