NCHU Course Outline
Course Name (中) 自然語言處理(4042)
(Eng.) Natural Languages Processing
Offering Dept Department of Management Information Systems
Course Type Elective Credits 3 Teacher Ying, Jia-Ching et al.
Department Department of Management Information Systems / Undergraduate Language Chinese Semester 2026-SPRING
Course Description 隨著深度學習在自然語言處理上的快速進展,相當多的巨型語言模型(Large Language Model)被提出,如 BERT、XLNet、GPT-4 等。本課程將專注於介紹時下最新穎的巨型語言模型以及深度學習在自然語言處理上的相關應用,並應用這些巨型語言模型於目前自然語言處理的研究議題。
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
讓學生了解時下最新穎的巨型語言模型以,並應用這些巨型語言模型於目前自然語言處理的研究議題。
1.Professional Knowledge with Applications
2.Independent Thinking
4.English Proficiency
5.Global Awareness
6.Communication and coordination
50
30
5
5
10
topic Discussion / Production
Discussion
Lecturing
Oral Presentation
Quiz
Internship
Course Content and Homework/Schedule/Tests Schedule
Week Course Content
Week 1 課程簡介
Week 2 Recurrent Neural Networks (RNN) (採非同步遠距教學) (作業1)
Week 3 RNN-based Sequence-to-sequence Model (1) (採非同步遠距教學)
Week 4 RNN-based Sequence-to-sequence Model (2) (採非同步遠距教學)
Week 5 RNN-based Sequence-to-sequence Model (3) (採非同步遠距教學) (作業2)
Week 6 Paper Presentation (1)
Week 7 Paper Presentation (2)
Week 8 Paper Presentation (3)
Week 9 Paper Presentation (4)
Week 10 BERTology (1) (採非同步遠距教學)
Week 11 BERTology (2) (採非同步遠距教學)(作業3)
Week 12 上機考
Week 13 BERTology (3) (採非同步遠距教學)(作業4)
Week 14 GPTology(1)
Week 15 GPTology(2)(作業5)
Week 16 Term Project Demo
1. Term Project的形式為參與教育部舉辦之AI Cup競賽
2. 競賽網站會提供該題目的一些相關知識的教學影片
3. 競賽網站:https://www.aicup.tw/
self-directed
learning
   03.Preparing presentations or reports related to industry and academia.

Evaluation
作業: 20%
Paper presentation: 20%
上機考: 30%
Term Project: 30%
Textbook & other References

Teaching Aids & Teacher's Website
ilearning
Office Hours
Mon. 14:00 ~ 16:00
Sustainable Development Goals, SDGs(Link URL)
include experience courses:N
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Update Date, year/month/day:2026/01/27 10:55:13 Printed Date, year/month/day:2026 / 5 / 31
The second-hand book website:http://www.myub.com.tw/