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6192 - 統計學習專題 Topics in Statistical Learning


教育目標 Course Target

本課程主要是針對統計系及資工系開課,也歡迎管理學院修習過統計學課程的學生選修。透過課程講授、個人作業與分組期末報告,在學期末時,修課學生應該具備下面的觀念與技能: (1) 了解什麼資料用什麼方法。 (2) 瞭解資料分析與探勘的過程與步驟方法。 (3) 使用R或Python軟體進行程式撰寫與統計分析。 (4) 視覺化資料進行溝通。 (5) 針對一個有趣或產業的問題,運用教授的統計學習與R、Python語言,進行真實資料的分析。This course is mainly for the Department of Statistics and Qualifications, and students who have passed the Statistics course are also welcome to choose from. Through course lectures, personal work and sub-substantiated final reports, at the end of the year, students in the course should have the following concepts and skills: (1) What methods should be used to understand what information is used. (2) Understand the process and step-by-step methods of data analysis and exploration. (3) Use R or Python software for programming and statistical analysis. (4) Visualize the data for communication. (5) Use the professor's statistical learning and R and Python languages ​​to analyze real data for an interesting or industrial problem.


參考書目 Reference Books

1.Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani, An Introduction to Statistical Learning with Applications in R.
2.Trevor Hastie, Robert Tibshirani and Jerome Friedman, The Elements of Statistical Learning, Data Mining, Inference, and Prediction. Second Edition.
3.R語言機器學習。吳金朝 譯。

1.Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani, An Introduction to Statistical Learning with Applications in R.
2.Trevor Hastie, Robert Tibshirani and Jerome Friedman, The Elements of Statistical Learning, Data Mining, Inference, and Prediction. Second Edition.
3.R language machine learning. Wu Jinchao Translation.


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
期中考期中考
Midterm exam
30
期末報告期末報告
Final report
30
作業作業
Action
30
平時表現和出席平時表現和出席
Performance and attendance at ordinary times
10

授課大綱 Course Plan

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Course Information

Description

學分 Credit:3-0
上課時間 Course Time:Friday/5,6,7[M025]
授課教師 Teacher:張玉媚/林孟樺
修課班級 Class:共選修碩 (統計所開)
選課備註 Memo:開放大三、大四修課,至統計系辦公室人工加選,與1424.5970課程為課程模組。
授課大綱 Course Plan: Open

選課狀態 Attendance

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目前選課人數為 4 人。

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