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課程名稱 |
人工智慧
Artificial Intelligence |
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開課學期 |
112-2 |
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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 |
星期三7,8,9(14:20~17:20) |
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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 is meticulously designed to offer a hands-on introduction to a broad spectrum of AI methodologies applicable to an array of problem-solving scenarios. It aims to equip participants with the insight to identify opportune moments and effective strategies for employing established AI techniques to address and resolve novel challenges. |
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課程目標 |
Upon completing this course, students will have acquired the expertise to:
Construct and comprehend the mathematical underpinnings of rational, learning agents
Identify and implement appropriate AI methodologies across a diverse array of problem domains
Understand the application of these methodologies within contemporary AI systems
Develop the readiness to make informed decisions regarding the utilization of AI in societal contexts |
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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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No. |
項目 |
百分比 |
說明 |
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1. |
Assignments |
90% |
6 times, announced in class or from the course website: Tentatively, all Python programming assignments |
2. |
Class Participation |
10% |
Only applicable for “Invited Talks” |
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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 |
03/06 |
Modern AI:
◾Search
◾Knowledge
◾Uncertainty
◾Optimization
◾Learning |
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第4週 |
03/13 |
Modern AI (cont.) |
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第5週 |
03/20 |
Modern AI (cont.) |
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第6週 |
03/27 |
Modern AI (cont.) |
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第7週 |
04/03 |
Modern AI (cont.) |
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第8週 |
04/10 |
Modern AI (cont.) |
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第9週 |
04/17 |
Modern AI (cont.) |
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第10週 |
04/24 |
Modern AI (cont.) |
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第11週 |
05/01 |
Modern AI (cont.) |
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第12週 |
05/08 |
Modern AI (cont.) |
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第13週 |
05/15 |
New Wave of AI:
◾Generalist Agents
◾Multimodal Systems |
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第14週 |
05/22 |
New Wave of AI (cont.) |
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第15週 |
05/29 |
New Wave of AI (cont.) |
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第16週 |
06/05 |
Invited Talks |
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