基本素養 Basic Literacy

核心能力 Competence

具電機工程相關領域之專業知識。
To possess professional knowledge in the field of electrical engineering.
策劃及執行專題研究之能力。
The ability to plan and carry out a research project.
撰寫專業論文之能力。
To write a professional-quality dissertation.
創新思考及獨立解決問題之能力。
Innovative thinking and the ability to solve problems independently.
跨領域人員協調整合之能力。
Multidisciplinary coordination and integration capabilities.
良好的國際觀以及理解專業倫理與社會責任之能力。
A solid international outlook and the ability to understand professional ethics and social responsibility.
領導、管理及規劃之能力。
Leadership, management and planning abilities.
終身自我學習成長之能力
The ability to learn and develop throughout life.

課程概述 Course Description

本課程主要目標介紹電腦視覺理論與應用,從基本視覺理論到深度學習模式。課程涵蓋圖片與影片辨識,包括圖片分類、標識、物件辨識、影片搜尋及各種物件偵測及影片中物件追蹤。課程主要以專案式學習方式教學模式進行,在專案中,學生將學習如何建構可擴展式的人工智慧演算法,並將教導學生實際使用目前廣為使用的機器學習開源框架TensorFlow。
The goal of this course is to introduce students to computer vision, starting from basics and then turning to more modern deep learning models. The course will cover both image and video recognition, including image classification and annotation, object recognition and image search, various object detection techniques and finally object tracking in video. The main instructional methods of teaching will be project-based learning. In course projects, students will learn how to build scalable AI-powered algorithms and will teach students best practices for using TensorFlow, a popular open-source framework for machine learning.

課程學習目標 Course Objectives

  • 瞭解AI人工智慧的理論知識
  • 培養學生電腦視覺在深度學習的實務能力與應用技巧
  • 熟練專案部署及上線運行之技巧
  • 培養使用AI方法解決問題的態度
  • 課程進度 Progress Description

    進度說明 Progress Description
    1人工智慧的發展與趨勢
    2電腦視覺介紹
    3Python程式語言環境建置及基礎操作
    4機器學習介紹
    5類神經網路介紹
    6類神經網路模型訓練原理及驗證方法介紹
    7Python應用於類神經網路實作
    8深度學習理論介紹
    9Python應用於深度學習實作
    10期中上機測驗
    11物體偵測及實例分割、自監督式學習及隱藏層特徵視覺化介紹
    12Python應用於物體偵測及圖片風格轉換實作
    13遞迴神經網路介紹
    14Python應用遞迴神經網路及強化學習實作
    15強化學習介紹
    16期末專題實作
    17期末專題部署及成果分享(1)
    18期末專題部署及成果分享(2)
     以上每週進度教師可依上課情況做適度調整。The schedule may be subject to change.

    課程是否與永續發展目標相關調查
    Survey of the conntent relevant to SDGs

    本課程與SDGs相關項目如下:
    This course is relevant to these items of SDGs as following:
    • 教育品質 (Quality Education)
    • 就業與經濟成長 (Decent work and Economic growth)

    有關課程其他調查 Other Surveys of Courses

    1.本課程是否規劃業界教師參與教學或演講? 否
    Is there any industry specialist invited in this course? How many times? No
    2.本課程是否規劃含校外實習(並非參訪)? 否
    Are there any internships involved in the course? How many hours? No
    3.本課程是否可歸認為學術倫理課程? 否
    Is this course recognized as an academic ethics course? In the course how many hours are regarding academic ethics topics? No
    4.本課程是否屬進入社區實踐課程? 否
    Is this course recognized as a Community engagement and Service learning course? Which community will be engaged? No