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1000 - 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 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.


參考書目 Reference Books

self-designed teaching material
self-designed teaching material


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
Midterm ExamMidterm Exam
midterm exam
20
Final ExamFinal Exam
final exam
20
Regular AssignmentsRegular Assignments
regular assignments
20
Final PresentationFinal Presentation
final presentation
20
Attendance Rate and Class PerformanceAttendance Rate and Class Performance
attendance rate and class performance
20

授課大綱 Course Plan

Click here to open the course plan. Course Plan
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相似課程 Related Course

必修-0997 Introduction to Machine Learning / 機器學習導論 (資工系2B,授課教師:石志雄,五/6,7,8[ST023])

Course Information

Description

學分 Credit:3-0
上課時間 Course Time:Monday/5,6,7[ST019]
授課教師 Teacher:陳仕偉
修課班級 Class:資工系2C
選課備註 Memo:資電組分組選修
授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 56 person in the class.
目前選課人數為 56 人。

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