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