基本素養 Basic Literacy

人文與倫理素養
Quality of humanism and ethics.
誠信素養
Integrity.
社會關懷
Care for society.

核心能力 Competence

工程領域之專業知識
Professional knowledge in engineering field.
策劃及執行專題研究之能力
Plan and execute case study.
撰寫專業論文之能力
Write professional essays.
創新思考及獨立解決問題之能力
Creative thinking and independent problem-solving ability.
與不同領域人員協調整合之能力
Integration and negotiation with other fields’ experts.
廣闊之國際視野
Wide global vision.
領導、管理及規劃的能力
Leadership, management, arrangement ability.
終身自我學習成長之能力
Lifelong self-learning ability.
國際視野
Global vision.

課程概述 Course Description

深度學習乃基於人工智慧的概念,透過機器學習的方法學,讓電腦從經驗中學習,無須專家操作或調節電腦所需的全部知識。本課程將介紹目前廣泛應用的深度學習技術,包括深度信念網路、優化演算法、卷積類神經網路、循環類神經網路與生成對抗網路,並探討相關實務應用,譬如自然語言處理、語音辨識、電腦視覺、生物資訊等。
Deep learning is based on the concept of artificial intelligence. Through machine learning methodologies, computers can learn from experience without the need for experts to operate or adjust all the knowledge required for computers. This course will introduce currently widely used deep learning technologies, including deep belief networks, optimization algorithms, convolutional neural networks, recurrent neural networks and generative adversarial networks, and discuss related practical applications, such as natural language processing, speech recognition, computer vision, and biological information.

課程學習目標 Course Objectives

  • 介紹基本的數學工具和機器學習的概念
  • 講解目前已成熟的深度學習方法和技術
  • 建置深度學習模型與實務應用
  • 課程進度 Progress Description

    進度說明 Progress Description
    1深度學習概論
    2類神經網路與最佳化概念
    3運用Keras 建置深度學習模型
    4機器學習概論
    5卷積類神經網路
    6電腦視覺與深度學習模型
    7運用Keras建置卷積類神經網路
    8期中考
    9循環類神經網路
    10長短期記憶神經網路
    11文字分析與社群探勘
    12運用Keras建置循環類神經網路
    13生成對抗類神經網路
    14生成式深度學習模型
    15運用Keras建置生成對抗類神經網路
    16開放資料集與資料預處理
    17期末報告
    18期末報告
     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