檢索增強生成應用在遊戲式學習

課程大綱

1. 基於遊戲式學習的學習歷程數據蒐集與儲存 2. 基於遊戲式學習的數據分析與學習困難診斷 3. 檢索增強生成技術介紹 4. RAG檢索系統實務案例 5. 應用網路爬蟲技術收集線上學習資源與擴充 RAG 系統的知識庫 6. RAG系統推薦相關的學習資源實務案例 7. 檢索增強生成技術導入遊戲式學習 8. RAG系統生成個人化的學習歷程檔 9. RAG系統提供學習策略建議實務案例 1. Data Collection and Storage of Learning Processes Based on Game-Based Learning 2. Data Analysis and Learning Difficulty Diagnosis Based on Game-Based Learning 3. Introduction to Retrieval-Augmented Generation (RAG) Technology 4. Practical Cases of RAG-Based Retrieval Systems 5. Using Web Crawling Technology to Collect Online Learning Resources and Expand the RAG Knowledge Base 6. Practical Cases of RAG Systems Recommending Relevant Learning Resources 7. Integrating Retrieval-Augmented Generation Technology into Game-Based Learning 8. RAG Systems Generating Personalized Learning Portfolios 9. Practical Cases of RAG Systems Providing Learning Strategy Recommendations