3360 - 邏輯思維與運算:深度學習與智慧物聯網
Deep Learning and AIoT
教育目標 Course Target
本課程將AI內容跨足到AIo的領域,將人工智慧議題的領域拓展到物聯網的範疇,透過物聯網設備的實際操作,帶領學員實際操作物聯網開發平台,結合各種sensor組合出符合需求的物連網作品,並與 AI技術結合,讓 AI議題不再只是遙遠的目標,而是人人都可以實際應用的工具。期望以此課程訓練出能力與知識全面的 AIoT人才。
課程內容包含機器學習與深度學習簡介、大數據技術與平台、智慧物聯網應用、了解機器與深度學習運算模型、影像辨識技術與應用、掌握人工智慧在工程領域相關應用案例、學習工程相關的AI程式撰寫並體驗工程AI應用概念
This course extends the AI content to the field of AIo and expands the field of artificial intelligence issues to the scope of the Internet of Things. Through the actual operation of the Internet of Things equipment, it leads students to actually operate the Internet of Things development platform, combine various sensors to combine IoT works that meet the needs, and combine it with AI technology to make the AI topic no longer just a distant goal, but a tool that everyone can actually apply. It is expected that this course will train AIoT talents with comprehensive abilities and knowledge.
The course content includes an introduction to machine learning and deep learning, big data technology and platforms, smart Internet of Things applications, understanding machine and deep learning computing models, image recognition technology and applications, mastering relevant application cases of artificial intelligence in the engineering field, learning engineering-related AI program writing and experiencing engineering AI application concepts.
參考書目 Reference Books
AIoT人工智慧在物聯網的應用與商機(第二版)
陳玟錡
出版社:碁峰
出版日期:2020/01/16
語言:繁體中文
AIoT Applications and Business Opportunities of Artificial Intelligence in the Internet of Things (Second Edition)
Chen Minqi
Publisher: Qi Feng
Publication date: 2020/01/16
Language: Traditional Chinese
評分方式 Grading
| 評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
|---|---|---|
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出席 Attend |
10 | |
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期中考 midterm exam |
20 | |
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期末考 final exam |
20 | |
|
報告 report |
25 | |
|
專題 Topics |
25 |
授課大綱 Course Plan
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 3360
- 學分 Credit: 0-1
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上課時間 Course Time:
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授課教師 Teacher:楊朝棟
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修課班級 Class:共必修2-4
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選課備註 Memo:資工系、資管系、電機系、工工系、應數系、統計系、行政系學生不得選修。遠距課程
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