NCHU Course Outline
Course Name (中) 深度學習概論(5106)
(Eng.) Introduction of Deep Learning
Offering Dept Department of Management Information Systems
Course Type Elective Credits 3 Teacher Ying, Jia-Ching
Department Department of Management Information Systems / Undergraduate Language Chinese Semester 2026-FALL
Course Description 讓學生了解深度學習及其應用
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
讓學生熟悉PyTorch與TensorFlow基礎知識、迴歸、前饋神經網路、卷積神經網路、遞歸神經網路、自編碼模型、生成對抗網路、Seq2seq 自然語言處理、遷移學習等深度學習的基礎知識與實作
1.Professional Knowledge with Applications
2.Independent Thinking
4.English Proficiency
5.Global Awareness
6.Communication and coordination
50
30
5
5
10
Lecturing
Discussion
Exercises
topic Discussion / Production
Internship
Study Outcome
Assignment
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 課程簡介 (實體授課)
Week 2 PyTorch基礎知識 (實體授課) [HW1]
Week 3 迴歸(Torch) (實體授課) [HW2]
Week 4 前饋神經網路(Torch) (實體授課) [HW3]
Week 5 卷積神經網路(Torch) (採非同步遠距教學) [HW4]
Week 6 遞歸神經網路(Torch) (採非同步遠距教學) [HW5]
Week 7 Paper Presentation (1) (實體授課)
Week 8 Paper Presentation (2) (實體授課)
Week 9 Paper Presentation (3) (實體授課)
Week 10 RNN-based Sequence-to-sequence Model (1) (採非同步遠距教學)
Week 11 RNN-based Sequence-to-sequence Model (2) (採非同步遠距教學)
Week 12 RNN-based Sequence-to-sequence Model (3) (採非同步遠距教學) [HW6]
Week 13 遷移學習(Torch) (採非同步遠距教學) [HW7]
Week 14 模型集成(Torch) (採非同步遠距教學) [HW8]
Week 15 專題演講 (實體授課)
Week 16 Term Project Demo (實體授課)
1. Term Project的形式為參與教育部舉辦之AI Cup競賽
2. 競賽網站:https://www.aicup.tw/
self-directed
learning		    03.Preparing presentations or reports related to industry and academia.
Evaluation
Paper Presentation 25%
Term Project 40%
Practice 32%
Attendance 3%
Textbook & other References
自編教材
Teaching Aids & Teacher's Website
ilearning
Office Hours
週五 14:00 ~ 16:00
Please respect the intellectual property rights and use the materials and protected electronic files legally. Please respect gender equality.
Update Date, year/month/day：2026/09/10 10:40:41 Printed Date, year/month/day：2026 / 9 / 20
The second-hand book website：http://www.myub.com.tw/