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5475 - 資料探勘 Data Mining


教育目標 Course Target

我們介紹資料的分析過程,並透過視覺化、實際資料的解說,資料的方法與相關的軟體,並透過學生分享實做,從中分析與分享資料的應用,教授機器學習相關的基礎知識和應用。 We introduce the analysis process of data, and through visualization and practical data interpretation, data methods and related software, and through students' sharing of practice, analyzing and sharing of data applications, teaching machine learning related basic knowledge and applications.


課程概述 Course Description

讓學生知悉資料探勘如何運作,原理為何
Let students know how data exploration works and what principles


參考書目 Reference Books

Géron, A. (2019). Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems. O'Reilly Media.
Géron, A. (2019). Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems. O'Reilly Media.


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
期中報告期中報告
Midterm Report
20 期中報告
期末考期末考
Final exam
30 期末考
期末報告期末報告
Final report
20 期末繳交
平時成績平時成績
Regular achievements
20 出席、作業、演習課

授課大綱 Course Plan

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相似課程 Related Course

選修-1342 Applied Data Mining Technology in / 電子商務資料探勘 (國貿系2-4,授課教師:莊硯勛,五/5,6,7[M007])
必修-1648 Data Mining / 資料探勘 (資管系3,授課教師:張伊婷,二/6,7,8[M024])

Course Information

Description

學分 Credit:0-3
上課時間 Course Time:Friday/2,3,4[ST529]
授課教師 Teacher:陳宏銘
修課班級 Class:應數系3,4,碩1,2
選課備註 Memo:大學部可抵專題;3-4年級可修
授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 16 person in the class.
目前選課人數為 16 人。

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