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課程名稱 |
前瞻智慧聯網
Frontiers of Artificial Intelligence of Things |
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開課學期 |
112-2 |
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授課對象 |
電機資訊學院 智慧聯網國際研究生博士學位學程 |
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授課教師 |
王志宇 |
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課號 |
Data5013 |
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課程識別碼 |
946EU0130 |
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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 |
星期二6,7,8(13:20~16:20) |
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上課地點 |
新503 |
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備註 |
本課程以英語授課。本課程調整部分週次上課時間，請以課程公告為主。
限碩士班以上
總人數上限：20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 |
This course aims to serve as a guide to the frontier of Artificial Intelligence of Things (AIoT) research, development, and implementation. The course will cover four major areas of AIoT: Internet of Things, Embedded System, Artificial Intelligence, and Multimodal in a systematic way.
For each area, we will invite the related professors/researchers to introduce the frontier of the area, including but not limited to the latest research, developments, and future trend. Students will be able to absorb new knowledge, exchange ideas, practice research skills, and do research works with professors/researchers on advanced topics. |
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課程目標 |
The structure of the course is designed to help the students begin their AIoT research with the support of the course resources and instructors.
The course will be delivered through a series of lectures which are categorized into areas. For each area, each student should complete the area assignment, which will guard them to explore the topics covered in the lectures. |
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課程要求 |
(Recommended) Prerequisite courses:
Introduction of Artificial Intelligence of Things and its Applications |
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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 |
There is no official course textbook. Instead, each instructor will provide a list of reading materials (such as journal articles, conference papers, or selected chapters from an assigned textbook) before the lecture. Students are strongly recommended to read the assigned materials before the lecture to have a more meaningful and interactive learning experience. |
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參考書目 |
● BALAS, Valentina E., et al. (ed.). Recent trends and advances in artificial intelligence and internet of things. Cham: Springer International Publishing, 2020.
● FORTINO, Giancarlo; TRUNFIO, Paolo (ed.). Internet of things based on smart objects: Technology, middleware and applications. Springer Science & Business Media, 2014.
● MANGLA, Monika, et al. (ed.). Real-life applications of the Internet of Things: challenges, applications, and Advances. 2022. |
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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. |
Class participation / Assignments |
90% |
Class participation includes attendance, participation in (onsite/online) discussions, and group activities. The area assignments could be a survey, a personal project, a take-home exam, or others. The exact form will be determined by the instructors.
Grading of the assignments will be based on the completeness of the assignment goal. |
2. |
Team project |
10% |
The team project will be treated as independent graduated-level research work as a practice for the students to gain research experience. Each team will be required to present the achievements of their project at the end of the semester and deliver the final report.
Grading of the project will be based on the quality, originality and creativity of the work, as well as the clarity and professionalism of the presentation and the report. Plagiarism will result in a failing grade for the assignment and may result in further disciplinary action. |
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週次 |
日期 |
單元主題 |
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第1週 |
2/20 |
Course Introduction | Prof. Chih-Yu Wang |
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第2週 |
2/27 |
Rescheduled to 2/29(Thur.) 09:10-12:20 新502
Visible Light Communications and Positioning | Prof. Hsin-Mu Tsai |
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第3週 |
3/05 |
Brain-Computer Interface and its applications | Prof. Yu-Te Wang |
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第4週 |
3/12 |
Pragmatic Natural Language Processing | Prof. Hen-Hsen Huang |
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第5週 |
3/19 |
TBD | Prof. Jun-Cheng Chen
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第6週 |
3/26 |
Rescheduled to 3/27 (Wed.) 14:20-17:20 新503
Smart Healthcare: How can AI Revolutionize the Healthcare Ecosystem | Prof. Che Lin |
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第7週 |
4/02 |
Large Language Model | Prof. Lun-Wei Ku |
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第8週 |
4/09 |
Utilizing Deep Learning for Speech Enhancement in Assistive Oral Communication Technologies | Prof. Yu Tsao |
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第9週 |
4/16 |
Retrieval Augmented Generation: The Retriever | Chih-Ming Chen (Postdoc) |
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第10週 |
4/23 |
TBD | Prof. Ti-Rong Wu |
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第11週 |
4/30 |
Introduction to Foundation Model | Prof. Hung-Yi Lee |
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第12週 |
5/07 |
Some Basics in Streaming Model | Prof. Meng-Tsung Tsai |
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第13週 |
5/14 |
Memory-Centric Computing | Prof. Hsiang-Yun Cheng |
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第14週 |
5/21 |
SIoT with MR | Prof. De-Nian Yang |
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第15週 |
5/28 |
TBD | Prof. Jen-Chun Lin |
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第16週 |
6/4 |
Project Presentation | Prof. Chih-Yu Wang |
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