| 課程大綱 Syllabus |
學生學習目標
Learning Objectives |
單元學習活動
Learning Activities |
學習成效評量
Evaluation |
備註
Notes |
序
No. | 單元主題
Unit topic |
內容綱要
Content summary |
| 1 | Introduction to AI (課程規劃介紹) |
Course overview and grading criteria (課程規劃介紹與評分標準說明) |
Introduction to Artificial intelligence (了解人工智慧課程規劃) |
講授
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| 2 | Concepts of Artificial Intelligence (人工智慧概念) |
1. Definition and Classification of AI
2. Concepts of AI Governance |
Understand the concepts of Artificial Intelligence
(了解人工智慧概念) |
討論
講授
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| 3 | Concepts of Data Processing and Analysis (資料處理與分析概念) |
1. Basic Concepts and Sources of Data
2. Data Preparation and Analysis Process
3. Data Privacy and Security |
Understand the concepts of data processing and analysis
(了解資料處理與分析概念) |
討論
講授
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| 4 | Concepts of Machine Learning (機器學習概念) |
1. Basic Principles of Machine Learning
2. Common Machine Learning Models |
Understand the concepts of machine learning
(了解機器學習概念) |
討論
講授
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| 5 | Concepts of Discriminative AI and Generative AI (鑑別式 AI 與生成式 AI 概念) |
1. Basic Principles of Discriminative AI and Generative AI
2. Integrated Applications of Discriminative AI and Generative AI |
Understand the concepts of discriminative AI and generative AI
(了解鑑別式 AI 與生成式 AI 概念) |
討論
講授
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| 6 | Concepts of No-Code and Low-Code Development (No Code／Low Code 概念) |
1. Basic Concepts of No-Code and Low-Code Development
2. Advantages and Limitations of No-Code and Low-Code Development |
Understand the concepts of No-Code and Low-Code development
(了解No Code／Low Code 概念) |
討論
講授
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| 7 | Generative AI Application Areas and Tool Usage (生成式 AI 應用領域與工具使用) |
1. Generative AI Application Areas and Common Tools
2. Effective Use of Generative AI Tools |
Understand Generative AI application areas and tool usage
(了解生成式 AI 應用領域與工具使用) |
討論
講授
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| 8 | Mid-term exam 期中考 |
Mid-term exam
期中考 |
Mid-term exam
期中考 |
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| 9 | Generative AI Implementation Assessment and Planning (生成式 AI 導入評估規劃) |
1. Generative AI Implementation Assessment
2. Generative AI Implementation Planning.
3. Generative AI Risk Management |
Generative AI implementation assessment and planning
(了解生成式 AI 導入評估規劃) |
討論
講授
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| 10 | Discriminative AI Application Cases (鑑別式AI應用案例) |
1. Discriminative AI Application Cases
2.Discuss the pros and cons of the cases |
Understand Discriminative AI Application Cases
(了解鑑別式AI應用案例) |
討論
講授
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| 11 | Generative AI application cases (生成式AI 應用案例) |
1. Generative AI Application Cases
2.Discuss the pros and cons of the cases |
Understand Generative AI application cases
(了解生成式AI 應用案例) |
討論
講授
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| 12 | Paper Review- using machine learning applications (文獻研析) |
1. Supplementary paper review of machine learning applications
2.Discuss and analyze the contents of chosen papers |
Study the current research paper and understand the status of this research area.
(研究文獻了解本領域研究現況) |
討論
講授
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| 13 | Paper Review- generative AI applications (文獻研析) |
1. Supplementary paper review of generative AI applications
2.Discuss and analyze the contents of chosen papers |
Study the current research paper and understand the status of this research area.
(研究文獻了解本領域研究現況) |
討論
講授
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| 14 | Paper Review-AI agent applications (文獻研析) |
1. Supplementary paper review of AI agent applications
2.Discuss and analyze the contents of chosen papers |
Study the current research paper and understand the status of this research area.
(研究文獻了解本領域研究現況) |
討論
講授
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| 15 | Final project presentation (期末成果) |
Final project presentation |
Final project presentation
(期末成果) |
討論
心得發表
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| 16 | Final Exam (期末考) |
Final Exam
(期末考) |
Final Exam
(期末考) |
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