NCHU Course Outline
Course Name (中) Python 程式設計與應用(7715)
(Eng.) Python Programming and Its Application
Offering Dept Executive Master Program in Big Data
Course Type Elective Credits 3 Teacher TSENG-CHANG YEN
Department Executive Master Program in Big Data / (W)Graduate Language Chinese 英文/EMI Semester 2025-FALL
Course Description 本課程以計算機的硬體及軟體基本概念介紹為始,逐步引入目前在數據科學及AI應用上廣泛使用之Python語言;主要內容包括Python程式概論、程式結構、函數呼叫、程式流程控制、資料結構與物件。此外,本課程也將介紹Python在數據科學及AI應用上的主要套件,包括numpy、TensorFlow、Keras、及OpenCV。
Prerequisites
self-directed learning in the course Y
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. 熟悉Python之控制結構;
2. 熟悉Python之內建資料結構;
3. 熟悉Python之物件建立與應用:
4. 熟悉TensorFlow;
5. 熟悉Keras:
6. 熟悉OpenCV。
Exercises
Lecturing
topic Discussion / Production
Written Presentation
Quiz
Internship
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 The Big Picture
Week 2 Input, Processing, and Output
Week 3 Decision Structures and Boolean Logic
Week 4 Repetition Structures
Week 5 Functions
Week 6 Files and Exceptions
Week 7 Lists and Tuples
Week 8 Dictionaries and Sets
Week 9 Classes and Object-Oriented Programming
Week 10 Inheritance and Recursion
Week 11 Midterm Exam
Week 12 Introduction to Numpy
Week 13 Introduction to SymPy
Week 14 Introduction to Pandas
Week 15 Regular Expressions
Week 16 Introduction to Tensorflow and Keras Machine Learning Final Exam
self-directed
learning

Evaluation
Exams 60%, Projects 40%
Textbook & other References
Starting Out with Python 4/e (Global Edition), Tony Gaddis, Pearson Education, 東華書局
Teaching Aids & Teacher's Website
140.120.7.149/~tcyen
Office Hours
週二08:10~09:00
週四15:10~16:00
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:None Printed Date, year/month/day:2025 / 7 / 02
The second-hand book website:http://www.myub.com.tw/