0987 - 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
20
Regular Assignments
Regular Assignments
20
Final Project
Final Project
20
Attendance Rate and Class Performance
Attendance Rate and Class Performance
20

授課大綱 Course Plan

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相似課程 Related Courses

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 0987
  • 學分 Credit: 0-3
  • 上課時間 Course Time:
    Wednesday/6,7,8[ST019]
  • 授課教師 Teacher:
    陳仕偉
  • 修課班級 Class:
    資工系1A
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 62 人

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