基本素養 Basic Literacy

畢業生應具備科技人文素養、資訊工程倫理與終身學習的態度
graduates should equip with the attitude of technological/cultural literacy, information engineering ethics, and life-long learning
畢業生應具備專業外語能力及良好國際觀
graduates should equip with both the professional foreign language proficiency and excellent global view

核心能力 Competence

畢業生應具備資訊專業理論知識
graduates should equip with professional theoretical knowledge in informatics
畢業生應具備資訊專業理論推導、分析、歸納之能力
graduates should equip with the capability of professional theory derivation, analysis, and induction in informatics
畢業生應具備資訊領域獨立發掘問題、策劃實驗、解決問題之能力
graduates should equip with the informatics ability to identify problems independently, to implement experiments, and to solve problems
畢業生應具備資訊領域設計、驗證及實作整合之能力
graduates should equip with the informatics ability in designing, verification, and integrating engineering practices
畢業生應具備資訊領域創新思考之能力
graduates should equip with the informatics capability in innovative planning
畢業生應具備專業簡報及論文撰寫之能力
graduates should equip with the ability in professional presentation and thesis writing
畢業生應具備良好溝通協調與團隊合作之能力
graduates should equip with fair ability in communication, coordination, and team-work collaboration

課程概述 Course Description

本課程將建立學生對於深度學習之基礎概念。此外,本課程將介紹深度學習的應用,透過這些應用讓學生更容易了解深度學習。藉由實作專題讓學生學習如何應用深度學習來解決問題。
This course introduces the concepts of deep learning and the applications of deep learning. Moreover, the project implementation allows students to learn how to apply deep learning to solve problems.

課程學習目標 Course Objectives

  • 使學生瞭解深度學習之理論與方法
  • 使學生具備設計深度學習之能力
  • 使學生具備應用深度學習解決問題之能力
  • 課程進度 Progress Description

    進度說明 Progress Description
    1課程簡介
    2線性代數、機率、資訊理論、數值計算與機器學習介紹
    3深度前饋網路、卷積網路
    4卷積網路、深度學習最佳化
    5深度學習正規化
    6遞歸神經網絡、序列-序列學習網路
    7非監督式學習網路:Autoencoders、GANs
    8學生專題計畫書報告
    9學生專題計畫書報告
    10非監督式學習網路:超解析度影像生成之應用
    11監督式學習網路:數字辨識及影像分類之應用
    12監督式學習網路:物件偵測之應用
    13監督式學習網路:影像分割之應用
    14增強式學習介紹
    15增強式學習:Policy-based Approach、Value-based Approach
    16增強式學習:Value-based Approach、Deep Reinforcement Learning
    17學生專題報告與Demo
    18學生專題報告與Demo
     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.

    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