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

1. Introduction:History, Artificial intelligence and neural networks
INTRODUCTION TO NEURAL NETWORKS

課程學習目標 Course Objectives

  • Insight into the fundamental concepts in the field of neural networks.
  • An approach to the design of distributed intelligent and adaptive. systems
  • The primary approaches to practical applications from a variety of fields.
  • 課程進度 Progress Description

    進度說明 Progress Description
    1Introduction
    2Learning Methods
    3Multiple Layer Perceptrons
    4Kohonen Self-Organizing Maps
    5Kohonen Self-Organizing Maps
    6Kernel-based Networks
    7Kernel-based Networks
    8Dynamically Driven Recurrent Networks
    9Dynamically Driven Recurrent Networks
    10Paper critiques and Paper presentation
    11Midterm
    12Paper critiques and Paper presentation
    13Neuro-Fuzzy Systems
    14Neuro-Fuzzy Systems
    15Existing Systematic/Unified Learning Frameworks
    16Existing Systematic/Unified Learning Frameworks
    17Existing Systematic/Unified Learning Frameworks
    18Final Exam
     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?
    Is there any industry specialist invited in this course? How many times?
    2.本課程是否規劃含校外實習(並非參訪)?
    Are there any internships involved in the course? How many hours?
    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?
    Is this course recognized as a Community engagement and Service learning course? Which community will be engaged?