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通識課程:邏輯思維與運算
course information of 109 - 2 | 3360 Deep Learning and AIoT(邏輯思維與運算:深度學習與智慧物聯網)

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 AI content to the field of AIo, expands the field of artificial intelligence issues to the scope of Internet of Things. Through the actual operation of Internet of Things equipment, we will lead students to actually operate Internet development platforms, combine various sensors to form network works that meet the needs, and combine them with AI technology, so that AI issues are no longer just remote goals, but tools that everyone can apply to. We hope to use this course to train AIoT talents with comprehensive abilities and knowledge. The course content includes machine learning and in-depth learning introduction, large data technology and platforms, smart network applications, understanding machine and deep learning computing models, image recognition technology and applications, mastering application cases related to artificial intelligence in the engineering field, learning engineering-related AI programming 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
Application and business of AIoT artificial intelligence in the Internet of Things (Second Edition)
Chen Wenqi
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 Grading percentage 說明 Description
出席出席
Attend
10
期中考期中考
Midterm exam
20
期末考期末考
Final exam
20
報告報告
report
25
專題專題
Special topic
25

授課大綱 Course Plan

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Course Information

Description

學分 Credit:0-1
上課時間 Course Time:
授課教師 Teacher:楊朝棟
修課班級 Class:共必修2-4
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
授課大綱 Course Plan: Open

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