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.
國際視野
Global vision.

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.

課程概述 Course Description

介紹。概念與,一般以-特定排序。決策樹學習。人工神經網路。評估假設。貝葉斯學習。學習理論計算。基於實例的學習。感應邏輯程式。分析學習。結合歸納與分析學習。強化學習。

課程學習目標 Course Objectives

  • 探討機械學習領域
  • NA
  • NA
  • 課程進度 Progress Description

    進度說明 Progress Description
    1Introduction
    2Introduction
    3Concept Learning and the General-to-Specific Ordering
    4Concept Learning and the General-to-Specific Ordering
    5Decision Tree Learning
    6Decision Tree Learning
    7Artificial Neural Networks
    8Artificial Neural Networks
    9Evaluating Hypotheses
    10Evaluating Hypotheses
    11Bayesian Learning
    12Bayesian Learning
    13Computational Learning Theory
    14Instance-Based Learning
    15Inductive Logic Programming
    16Analytical Learning
    17Combining Inductive and Analytical Learning
    18Reinforcement Learning
     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