Analysis Of Big Data
本課程是由 國立陽明交通大學應用數學系提供。
| Instructor(s) | Department of Applied Mathematics Prof. Yuh-Jye Lee |
|---|---|
| Course Credits | 0 Credits |
| Academic Year | 106 Academic Year |
| Level | University students, Master's students |
| Prior Knowledge | None |
| Related Resources | Course Video Course Syllabus Course subtitles |
| Week | Course Content | Course Video |
|---|---|---|
| 巨量資料分析課程介紹 | Watch Online | |
| 巨量資料分析簡介 Introduction Of Big Data(1/2) | Watch Online | |
| 巨量資料分析簡介 Introduction Of Big Data(2/2) | Watch Online | |
| Anomaly Detection & Distributed / Hierarchical Framework | Watch Online | |
| A Brief Introduction to Machine Learning | Watch Online | |
| Anomaly Detection & Distributed / Hierarchical Framework | Watch Online | |
| Discussion : Security and Privacy Conclusion Remark | Watch Online | |
| Introduction to Machine Learning (Artificial Intelligence) | Watch Online | |
| Three Fundamental Algorithms(1/2) | Watch Online | |
| Three Fundamental Algorithms(2/2) | Watch Online | |
| Support Vector Machines | Watch Online | |
| Evaluation | Watch Online | |
| The Evolution Of Data Architecture | Watch Online | |
| The Evolution Of Data Architecture – Scale out | Watch Online | |
| The Evolution Of Data Architecture – Hadoop | Watch Online | |
| The Evolution Of Data Architecture – Use Case | Watch Online | |
| The Evolution Of Data Architecture – Future | Watch Online | |
| Spark Core | Watch Online | |
| Spark SQL | Watch Online | |
| Spark Streaming | Watch Online | |
| Spark Mllib | Watch Online | |
| Spark組成原件與應用領域簡介(1/2) | Watch Online | |
| Spark組成原件與應用領域簡介(2/2) | Watch Online | |
| Python與 Spark 安裝 | Watch Online | |
| DataBrick Community Edition | Watch Online | |
| Python Open() and CSV Module | Watch Online | |
| Python Numpy | Watch Online | |
| Python Matplotlib | Watch Online | |
| Python Pandas | Watch Online | |
| AirBox Application - Data Visualization | Watch Online | |
| AirBox Application - Clustering | Watch Online |
課程章節
| 章節 | 章節內容 |
| 巨量資料分析─入門篇 講者：莊偉糾先生 | The Evolation of Data Archtecture 1. 簡介 2. Scale out 3. Hadoop 4. Use Case 5. Future |
| 巨量資料分析─系統篇 講者：莊偉糾先生 | 1. Hadoop簡介與環境建置 2. Hadoop實務操作 3. ELK stack簡介與環境建置 4. ELK stack實務操作 5. Spark簡介與環境建置 6. Spark實務操作 |
| 巨量資料分析─資料整合與處理篇 講者：莊偉糾先生 | 1. NoSQL資料庫介紹 2. 資料聚合 3. 資料框架 4. Splunk簡介與安裝 5. Splunk實務操作 |
| 巨量資料分析─分析工具篇 講者：楊立偉先生 | 1. Spark Core 2. Spark SQL 3. Spark Streaming 4. Spark MLlib |
巨量資料分析─實務操作篇 | 1. 巨量資料分類問題 2. 巨量資料迴歸問題 3. 巨量資料分群問題 4. 巨量資料維度縮減問題 |
| 巨量資料分析─專家訪談篇 |
課程講義 Course Handout
| 單元主題（Subject） | 字幕 (Chinese Transcript) |
| 巨量資料分析課程介紹 | CH SUB |
| -巨量資料分析簡介Introduction Of Big Data(1/2) | CH SUB |
| -巨量資料分析簡介Introduction Of Big Data(2/2) | CH SUB |
| -Anomaly Detection & Distributed / Hierarchical Framework | CH SUB |
| -A Brief Introduction to Machine Learning | CH SUB |
| -Anomaly Detection & Distributed / Hierarchical Framework | CH SUB |
| -Discussion : Security and Privacy Conclusion Remark | CH SUB |
| Introduction to Machine Learning (Artificial Intelligence) | CH SUB |
| -Three Fundamental Algorithms(1/2) | CH SUB |
| -Three Fundamental Algorithms(2/2) | CH SUB |
| -Support Vector Machines | CH SUB |
| -Evaluation | CH SUB |
| The Evolution Of Data Architecture | CH SUB |
| -Scale out | CH SUB |
| -Hadoop | CH SUB |
| -Use Case | CH SUB |
| -Future | CH SUB |
| -Spark Core | CH SUB |
| -Spark SQL | CH SUB |
| -Spark Streaming | CH SUB |
| -Spark MLlib | CH SUB |
| -Spark Core | CH SUB |
| -Spark組成原件與應用領域簡介(1/2) | CH SUB |
| -Spark組成原件與應用領域簡介(2/2) | CH SUB |
| -Python 與Spark 安裝 | CH SUB |
| -DataBrick Community Edition | CH SUB |
| -Python Open() and CSV Module | CH SUB |
| -Python Numpy | CH SUB |
| -Python Matplotlib | CH SUB |
| -Python Pandas | CH SUB |
| -AirBox Application - Data Visualization | CH SUB |
| -AirBox Application - Clustering | CH SUB |
| -AirBox Application - Forecast by Regression | CH SUB |
COURSE
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