NCHU Course Outline

Course Name	(中) 解釋型AI與資料治理(7702)
	(Eng.) Explainable AI and Data Governance
Offering Dept	Executive Master Program in Management Information Systems
Course Type	Elective			Credits	3	Teacher	Junyi Wu
Department	Executive Master Program in Management Information Systems / (W)Graduate			Language	Chinese	Semester	2026-SPRING
Course Description	本課程分為兩大主題，一、資料治理實為延續大數據發展之後的主要實務投入工作，當代的資料治理仍在發展當中，本課程從一套資料治理架構由不同面向切入探討，並以實際案例提供學生討論、探問其中相關之資料治理議題。二、人工智慧發展臻至成熟，但對於人工智慧究竟如何產出其決策結果仍是難以回答的問題，本課程旨在探討人工智慧可解釋性相關研究的重要性，並且從多則個案探討既有研究現況與操作工具。
Prerequisites

Relevance of Course Objectives and Core Learning Outcomes(%)			Teaching and Assessment Methods for Course Objectives
Course Objectives	Competency Indicators	Ratio(%)	Teaching Methods	Assessment Methods
資料治理與解釋型人工智慧理論與實務	1.Professional Knowledge and Practical Application 2.Independent Problem-Solving 3.Creative Thinking 4.Leadership、communication and teamwork 5.Social Responsibilities and Global Vision	40 20 10 20 10	Discussion Lecturing	Attendance Oral Presentation Written Presentation
Course Content and Homework/Schedule/Tests Schedule
Week Course Content Week 1 課程介紹 Week 2 The objective and architecture of Data Governance Week 3 Data inventory, Data modeling, and design Week 4 Data policies: Data storage and operations, Data warehousing Week 5 Data quality management, Data quality strategy, Standard policy Week 6 Accessibility and Open data, Reference and master data, Date security Week 7 清明連假 Week 8 [Essential skills and prerequisite knowledge about ML and DL] Week 9 [The objective and architecture o Explainable AI] Week 10 [The classification of Explainable AI] Week 11 [The method of explainable AI: LIME] Week 12 [The method of explainable AI: SHAP] Week 13 [The method of explainable AI: LRP] Week 14 [Cases of Explainable AI (I) Image recognition] Week 15 [Cases of Explainable AI (II) Gen AI] Week 16 期末報告 self-directed learning    02.Viewing multimedia materials related to industry and academia.
Evaluation
課堂出席、隨堂作業 30% 期末口頭報告 50% 期末書面報告 20%
Textbook & other References
自編教材
Teaching Aids & Teacher's Website
無
Office Hours
Wed 1600-1800
Sustainable Development Goals, SDGs(Link URL)
09.Industry, Innovation and Infrastructure include experience courses：N

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Update Date, year/month/day：2026/02/11 13:06:43	Printed Date, year/month/day：2026 / 5 / 26
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