6189 - 巨量資料分析與應用實戰
Statistical Analysis and Practice for Big Data
教育目標 Course Target
介紹資料探索的方法及各種機器學習和資料探勘理論，利用Python(R語言)進行實際數據分析。學生必須進行分組比賽，並於每週與教師和其他同學討論他們的發現以及遇到的問題。期能藉由解決實際問題的過程累積實戰經驗並厚實計算的能力。
Introduce the method of data exploration and various machine learning and data exploration theory, and use Python (R language) to conduct actual data analysis. Students must conduct sub-competitions and discuss their findings and problems with teachers and other classmates every week. In order to accumulate practical experience and make the calculation ability through the process of solving actual problems.
參考書目 Reference Books
1. Huyen, C. (2022). Designing machine learning systems. " O'Reilly Media, Inc.".
2. Ping, D. (2022). The Machine Learning Solutions Architect Handbook: Create machine learning platforms to run solutions in an enterprise setting. Packt Publishing Ltd.
1. Huyen, C. (2022). Designing machine learning systems. " O'Reilly Media, Inc.".
2. Ping, D. (2022). The Machine Learning Solutions Architect Handbook: Create machine learning platforms to run solutions in an enterprise setting. Packt Publishing Ltd.
評分方式 Grading
| 評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
|---|---|---|
|
期末報告 Final report |
30 | |
|
期末競賽 Final competition |
30 | |
|
作業 Action |
30 | |
|
出席狀況與平時表現 Attendance and performance during normal times |
10 |
授課大綱 Course Plan
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 6189
- 學分 Credit: 3-0
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上課時間 Course Time:Monday/2,3,4[M442]
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授課教師 Teacher:蔡承翰
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修課班級 Class:統計系3,4,碩1,2
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選課備註 Memo:開放大三、大四修課
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