Course Syllabus

Course Information：

Year-Semester	Course Number	Course Name	Phase	Credits	Hours	Required/Elective	Instructor	Class	Student NO.	Withdraw	Note
Spring Semester Year 2025	345591	Machine Learning	1	3.0	3	★	Tseng Shu-ming	4EN3A 4EN3B	38	0	電子大三合開

Course Plan：

Instructor	Tseng Shu-ming　Office Hours
Email	shuming@ntut.edu.tw
Last Updated	2025-03-26 20:00:11
Course Objective	課程主要為介紹機器學習概念和基本原理，學習DNN/CNN/LSTM/transformer的神經網路架構和其他機器學習方法。
Course Schedule	Part I: 1. Introduction 2. DNN with labs 3. Learning method with labs(AI玩遊戲) 4. CNN with labs(AI影像分類/物件偵測) 5. Analogizers 2hrs knn K-meas svm ( 6. transformer (AI寫金庸小說/寫學習歷程檔案) with case study scene boundary detection (AI影片分章) 7. Deep Reinforcement Learning (AI賽車 AlphaGo下圍棋勝世界冠軍，OpenAI Five玩Dota 2勝世界冠軍) (optional) Part II 期末專案AI賽車 5weeks)
Evaluation and grading policy	考試30% 講義報告 25% 期末專案AI賽車 45%
Materials	All right reserved. Do not reproduce without permission. Foreign-language textbooks:No handouts
The access to curricular consultation	office hours
The course corresponds to the SDGs	無（None）
Does the course incorporate AI
Note