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

本課程旨在介紹機器學習與資料科學理論與及實務,在操作上以Amazon Web Service雲端環境為主,並輔以論文研討、探討產業資料處理情況及實作相關應用做為實務標的。
本課程旨在介紹機器學習與資料科學理論與及實務,在操作上以Amazon Web Service雲端環境為主,並輔以論文研討、探討產業資料處理情況及實作相關應用做為實務標的。

課程學習目標 Course Objectives

  • Data Science Basics
  • Machine Learning Technologies
  • Searching and Cloud Technologies
  • 課程進度 Progress Description

    進度說明 Progress Description
    1Syllabus
    2Introduction to Data Management and Machine Learning
    3Database Basics
    4Search Engine
    5PageRank Algorithm
    6Web Mining and Collaborative Filtering
    7Deep Learning and Reinforcement Learning
    8Online Advertisement and Real-Time Bidding
    9Design of Location-based Services
    10Social Network Mining
    11Mining Time Series Data
    12Case Study I: Paper Presentation
    13Case Study II: Paper Presentation
    14Project Discussion I
    15Project Discussion II
    16Project Discussion III
    17Project Discussion IV
     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