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課程名稱 |
人工智慧
Artificial Intelligence |
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開課學期 |
113-2 |
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授課對象 |
電機資訊學院 資訊網路與多媒體研究所 |
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授課教師 |
鄭文皇 |
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課號 |
CSIE5400 |
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課程識別碼 |
922 U3020 |
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班次 |
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學分 |
3.0 |
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全/半年 |
半年 |
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必/選修 |
選修 |
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上課時間 |
星期五2,3,4(9:10~12:10) |
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上課地點 |
資103 |
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備註 |
初選不開放。人工智慧碩士必修。
總人數上限：120人 |
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課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
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課程大綱
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課程概述 |
Artificial Intelligence (AI) refers to the sophisticated capabilities of machines that mimic human cognitive functions, including reasoning, learning, planning, and creativity. This course offers a practical introduction to artificial intelligence, guiding students through key milestone paradigms (e.g., agent models) and significant research papers in the field. Additionally, it explores the application of artificial intelligence in solving real-world problems. |
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課程目標 |
Upon completing this course, students will have acquired the expertise to:
◾ Construct and comprehend the foundational principles of both classic and agentic AI paradigms, including knowledge representation, reasoning, learning, and multi-agent systems.
◾ Identify and apply suitable AI methodologies to address complex real-world problems across various domains.
◾ Analyze significant research papers and understand their contributions to the advancement of AI.
◾ Evaluate the impact and ethical considerations of AI applications in contemporary society, enabling informed decision-making in AI development and deployment. |
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課程要求 |
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預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
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參考書目 |
Stuart Russell and Peter Norvig, “Artificial Intelligence: A Modern Approach,” 4th edition, Pearson Education, 2021. |
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評量方式
(僅供參考) |
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週次 |
日期 |
單元主題 |
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第1週 |
02/21 |
Course Overview |
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第2週 |
02/28 |
和平紀念日(放假日) |
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第3週 |
03/07 |
Agentic and Classic AI:
▪️ Knowledge
▪️ Reasoning
▪️ Learning
▪️ Multiagency
▪️ Applications |
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第4週 |
03/14 |
Agentic and Classic AI (cont.) |
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第5週 |
03/21 |
Agentic and Classic AI (cont.) |
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第6週 |
03/28 |
Agentic and Classic AI (cont.) |
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第7週 |
04/04 |
兒童節及民俗掃墓節(放假日) |
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第8週 |
04/11 |
Agentic and Classic AI (cont.) |
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第9週 |
04/18 |
Agentic and Classic AI (cont.) |
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第10週 |
04/25 |
Agentic and Classic AI (cont.) |
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第11週 |
05/02 |
Agentic and Classic AI (cont.) |
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第12週 |
05/09 |
Agentic and Classic AI (cont.) |
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第13週 |
05/16 |
Invited Talks |
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第14週 |
05/23 |
Agentic and Classic AI (cont.) |
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第15週 |
05/30 |
端午節遇例假日補假 |
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第16週 |
06/06 |
Final Projects |
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