NCHU Course Outline

Course Name	(中) 機器學習與資料挖掘應用(3345)
	(Eng.) Machine Learning for Data Mining
Offering Dept	Department of Applied Mathematics (Data Science and Computing Program)
Course Type	Required	Credits	3	Teacher	Ching-Ting Tu
Department	Department of Applied Mathematics (Data Science and Computing Program) / Undergraduate	Language	Chinese	Semester	2026-SPRING
Course Description	課程內容將機器學習型(深度學習)理論為基礎應用於視覺語意探索。課程整合線性代數、機率統計與程式設計為基礎，介紹機器學習模型背後含有的數學原，這些機器學習方法包含:線性回歸、主成分分析、及支持向量分類和分群問題。本課程期待培養學生於電腦視覺及機器學習領域技術設計及整合實作的能力，透過視覺探索實際應用之實作來培育學生具備研發思考、程式設計及解決現存問題的能力，並可把所學的數學理論基礎應用到工業界實務面。
Prerequisites

Relevance of Course Objectives and Core Learning Outcomes(%)

Teaching and Assessment Methods for Course Objectives

Course Objectives

Competency Indicators

Ratio(%)

Teaching Methods

Assessment Methods

1. Python 程式實作能力
2. 機器學習於影像語意(矩陣)探索與搜尋
3. 機器學習方法於影像訊號實務應用與分析

3.Professional Knowledge in Statistical Analysis

5.Professional Knowledge in Computer Science

7.Mathematical and Statistical software skills

topic Discussion / Production

Exercises

Discussion

Lecturing

Assignment

Quiz

Internship

Course Content and Homework/Schedule/Tests Schedule

Week	Course Content
Week 1	課程介紹
Week 2	License plate correction &recognition(車牌辨識與校正): Histogram (I)
Week 3	License plate correction &recognition(車牌辨識與校正): Histogram (II)
Week 4	物件辨識-CNN classifier (I)
Week 5	物件辨識-CNN classifier (II)
Week 6	物件辨識-CNN classifier (III)
Week 7	物件辨識-CNN classifier (IV)
Week 8	Face detection (相機的人臉定位技術): Adaboosot (I)
Week 9	Face detection (相機的人臉定位技術): Adaboost(II)
Week 10	Object tracking (物件追蹤): SVM (support vector machine) (I)
Week 11	Object tracking (物件追蹤): SVM (support vector machine) (II)
Week 12	Face recognition- PCA (人臉識別) (Principal Component Analysis) (I)
Week 13	Face recognition- PCA (人臉識別) (Principal Component Analysis) (II)
Week 14	期末考試
Week 15	期末報告與實作
Week 16	期末報告與實作
self-directed learning	03.Preparing presentations or reports related to industry and academia.

Evaluation

- 演算法考試，
- 科技論文報告與實作
建議:
1. 正在修習程式課程或已有程式實作背景學生加入
2. 具有基本矩陣概念學生
3. 課程需分組

期末Project: 50%
HW(個人): 30%
考試(個人):20%

Textbook & other References

上課講義與網路資料

Teaching Aids & Teacher's Website

教師課程網頁

Office Hours

預約

Sustainable Development Goals, SDGs(Link URL)

include experience courses：N

Please respect the intellectual property rights and use the materials legally.Please respect gender equality.
Update Date, year/month/day：2026/03/07 15:44:59	Printed Date, year/month/day：2026 / 3 / 14
The second-hand book website：http://www.myub.com.tw/