1001 - 機器學習導論

Introduction to Machine Learning

教育目標 Course Target

The goal of this course is to provide students with the skills to learn machine learning techniques, enabling them to quickly and systematically grasp the latest trends in artificial intelligence technology and thoroughly understand how artificial intelligence works.

The course will first cover the theory of machine learning, including classification, problem definition, and methods. It will then delve into the important concepts of neural networks, which are at the core of machine learning. This will be accompanied by hands-on examples and self-practice, ensuring not only a deep understanding of the theory but also the practical implementation of neural networks.







The goal of this course is to provide students with the skills to learn machine learning techniques, enabling them to quickly and systematically grasp the latest trends in artistic intelligence technology and thoroughly understand how artistic intelligence works.

The course will first cover the theory of machine learning, including classification, problem definition, and methods. It will then delve into the important concepts of neural networks, which are at the core of machine learning. This will be accompanied by hands-on examples and self-practice, ensuring not only a deep understanding of the theory but also the practical implementation of neural networks.

參考書目 Reference Books

1.Self-made teaching materials
2.Deep Learning/ ISBN:0262035618/ MIT
3.Pattern Recognition and Machine Learning/ISBN:0387310738 /Springer

1. Self-made teaching materials
2.Deep Learning/ ISBN:0262035618/ MIT
3.Pattern Recognition and Machine Learning/ISBN:0387310738 /Springer

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
Midterm Exam
Midterm Exam
25
Regular Assignments
Regular Assignments
30
Final Project
Final Project
25
Attendance Rate and Class Performance
Attendance Rate and Class Performance
20

授課大綱 Course Plan

點擊下方連結查看詳細授課大綱
Click the link below to view the detailed course plan

查看授課大綱 View Course Plan

相似課程 Related Courses

課程代碼
Course Code
課程名稱
Course Name
授課教師
Instructor
時間地點
Time & Room
學分
Credits
操作
Actions
選修-0746
共選修2-4 李宏毅 五/6,7,8,9[遠距課程] 3-0 詳細資訊 Details
必修-0998
資工系2B 石志雄 五/6,7,8[ST020] 3-0 詳細資訊 Details

課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 1001
  • 學分 Credit: 3-0
  • 上課時間 Course Time:
    Monday/5,6,7[ST023]
  • 授課教師 Teacher:
    陳仕偉
  • 修課班級 Class:
    工學院2-4
  • 選課備註 Memo:
    資電組分組選修
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 59 人

交換生/外籍生選課登記

請點選上方按鈕加入登記清單,再等候任課教師審核。
Add this class to your wishlist by clicking the button above.