課程說明
中文課程描述Course Description(Chinese Version)
本課程以社群網路的巨量資料為例來進行模型分析，並介紹如何使用Apache Spark框架來實作各種有效率且具橫向擴展特性的演算法。
英文課程描述Course Description (English Version)
This class teaches the big data models for social network analysis and the efficient and scale-out algorithm run on Apache Spark framework.
| 授課進度表Course Syllabus and Teaching Content |
| 週次Week | 課程內容Content | 備註Remark(s) | | 01 | 02/26 Introduction of Social Network Analysis | | | 02 | 03/04 Models for Generating Social Networks (Part 1) | | | 03 | 03/11 Models for Generating Social Networks (Part 2) | | | 04 | 03/18 Introduction of Apache Spark | | | 05 | 03/25 Programming of Apache Spark | | | 06 | 04/01 校慶補假 | | | 07 | 04/08 Link Analysis - Page Ranking | | | 08 | 04/15 Locality-Sensitive Hashing | | | 09 | 04/22 期中考試 | | | 10 | 04/29 Distance Measures | | | 11 | 05/06 Nearest Neighbors | | | 12 | 05/13 Frequent Itemsets | | | 13 | 05/20 Data Stream Mining | | | 14 | 05/27 Analysis of Large Graphs | | | 15 | 06/03 Recommender Systems | | | 16 | 06/10 端午節調整放假 | | | 17 | 06/17 project review | | | 18 | 06/24 期末考試 | |
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