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課程資訊

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課程資訊

一、教育目標

培育舉凡工業工程、財務金融、輿情分析、生物醫學、生產管理、運輸管理、社會調查等領域之大數據分析人才。

二、核心能力

A. 具研究大數據分析理論的能力

B. 具大數據分析的能力

C. 具整合各領域之知識的能力

D. 具邏輯推理的能力                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    

三、課程規劃

學生至少須修滿本學程所開課程37學分(論文除外),方可提出論文。

l  修業年限:修業14

l  必修學分數:10學分(論文另計)

l  畢業學分數:37學分(論文另計)

四、課程學分

l  必修科目行銷管理研討(3)、財務管理研討(3)、研究方法(3)、企業倫理(1)、論文

l  選修科目

           A. 統計方面的資料探勘知識類
                                多變量分析(3)   縱向資料分析(3)   追蹤資料分析(3)   時間數列(3)   資料維度縮減技術(3)  
                                統計應用軟體(3)   R軟體進階(3)   SAS程式進階(3)   進階應用統計(3)  
                                大數據統計分析與預測(3)

           B. 資訊相關知識類
                                資料庫(3)   平行運算(3)   資料結構(3)   分散式運算(3)   程式語言:Python(3)   
                               程式語言:Java(3)   雲端計算(3)   Hadoop生態系統(3)   UNIX作業系統管理入門(3)

           C.
綜合類(融合統計與資訊)
                                  
資料探勘(3)   文字探勘(3)   高維度圖形技術(3)   大數據導論(3)   大數據分析實務課程(3)
               
資料視覺化(3)   機器學習(3)   輿情分析(3)   大數據進階軟體應用(3) 社群網路大數據分析專題(3)

必修科目

科目名稱

學分數

授課年級

企業倫理

1

1

行銷管理研討

3

1

財務管理研討

3

2

研究方法

3

1

論文

0

2

選修科目

科目名稱

學分數

授課年級

多變量分析

3

1

縱向資料分析

3

2

追蹤資料分析

3

2

時間數列

3

1

資料維度縮減技術

3

1

統計應用軟體

3

1

R軟體進階

3

1

SAS程式進階

3

1

進階應用統計

3

1

大數據統計分析與預測

3

2

資料庫

3

1

平行運算

3

2

資料結構

3

1

分散式運算

3

2

程式語言:Python

3

1

程式語言:Java

3

1

雲端計算

3

2

Hadoop生態系統

3

2

UNIX作業系統管理入門

3

1

資料探勘

3

1

文字探勘

3

2

高維度圖形技術

3

2

大數據導論

3

1

大數據分析實務課程

3

2

資料視覺化

3

1

機器學習

3

1

輿情分析

3

2

大數據進階軟體應用

3

1

社群網路大數據分析專題

3

2

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