教學大綱表 (112學年度 第1學期)
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課程名稱
Course Title
(中文) 資料倉儲
(英文) Data Warehousing
開課單位
Departments
資訊經營研究所
課程代碼
Course No.
N5350
授課教師
Instructor
陳明賢
學分數
Credit
3.0 必/選修
core required/optional
選修 開課年級
Level
研究所
先修科目或先備能力(Course Pre-requisites):資料庫系統及企業流程相關知識
課程概述與目標(Course Overview and Goals):The data warehouse industry has reached full maturity and acceptance across the business world. This course helps students get about the business of building and managing a data warehouse that is a platform for business intelligence applications.
教科書(Textbook) 1, Ralph Kimball & Margy Ross, "The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling," 3nd Ed., Wiley, 2013, ISBN: 9781118530801
參考教材(Reference) 1, Ralph Kimball, Margy Ross, "The Kimball Group reader : relentlessly practical tools for data warehousing and business intelligence," Wiley, 2015
圖書館電子書(E-book of the Library) http://www.sciencedirect.com/science/book/9780123743190
http://www.sciencedirect.com/science/book/9781558606845
http://link.springer.com/book/10.1007%2F978-3-540-74405-4
http://link.springer.com/book/10.1007%2F978-1-4302-0528-9
http://www.sciencedirect.com/science/book/9780123737267
https://link.springer.com/book/10.1007%2F978-1-4842-0082-7
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119228912
課程大綱 Syllabus 學生學習目標
Learning Objectives
單元學習活動
Learning Activities
學習成效評量
Evaluation
備註
Notes

No.
單元主題
Unit topic
內容綱要
Content summary
1 Evolution of Decision Support Systems 1. The Evolution
2. Problems with the naturally evolving architecture
3. The architected environment
4. Who is the user
5. The development life cycle
1能具體描述DSS沿革 講授
作業
期中考
 
2 The data warehouse environment 1. The structure of the data warehouse
2. Subject orientation
3. Day 1-day n phenomenon
4. Granularity
5. Cost justification
1能具體描述資料倉儲特徵
2能區別資料庫與資料倉儲之異同
講授
作業
期中考
 
3 Dimensional modeling primer 1. Dimensional modeling vocabulary
2. Dimensional modeling myths
1能描述何謂維度為模
2區別維度模型與正規化模型之差異
講授
作業
期中考
 
4 Retail Sales 1. Four-step demensional design process
2. Declar the grain
3. Choose the demensions
4. Identify the facts
1能以維度計設四步驟進行維設建模
2能辨別不同的資料顆粒度
講授
作業
期中考
 
5 Inventory 1. Periodic snapshot
2. Transaction snapshot
3. Accumulation snapshot
4. Data warehouse bus matrix
5. Conformed dimensions and facts
1能區別三種類型的資料顆粒度
2在維度設計時能恰當選顆粒度
演講
作業
期中考
 
6 Procurement 1. Multiple- VS Single- transaction fact tables
2. Slowly changing dimensions
3. More rapidly changing demensions
1能判斷何時該採單一事實表或多重事實表
2具體描述三種不同類型的漸變維度
3區別漸變維度與快變維度
講授
期中考
 
7 Order Management 1. Fact normalization
2. Dimension role-playing
3. Degenerate dimension
4. Junk dimensions
1能運用維度角色扮演、退化維度、雜項維度等技巧於維度計設 作業
期中考
 
8 Mid Exam Mid Exam Mid Exam 期中考
 
9 Other Dimensional modeling issues 1. Large changing dimensions
2. Consolidated fact tables
3. Time-stamped transaction tracking in a dimension
4. outrigger dimension
5. Household dimension
6. Multivalued dimensions
7. Surrogate keys
1運用本單元所授的技巧於維度設計 講授
作業
期末考
 
10 Introducing the Kimball Lifecycle 1. Lifecycle History Lesson
2. Lifecycle Milestones
3. Using the Lifecycle Roadmap
4. Lifecycle Navigation Aids
5. Lifecycle Vocabulary Primer
1能按Kimball Lifecycle進行小型資料倉儲專案規畫 講授
作業
期中考
 
11 Overall introducing Extract, Transformation, and Load 1. Round Up the Requirements
2. Extracting Data
3. Cleaning and Conforming Data
4. Delivering Data for Presentation
5. Managing the ETL Environment
1能整體概述ETL 講授
作業
期末考
 
12 Introducing Data Integration 1. Data Integration Concepts
2. BigData Overview
3. Velocity Methodology of Data Integration
4. Introducing Informatica PowerCenter
1具體描述業界常用的ETL產品 講授
作業
平時考
期末考
 
13 Designing Data Integration Process with ETL Tools (1) 1. Extract, Transform, Load
2. PowerCenter Components and User Interface
3. Config Lab environment
4. Processing Operational Data Store
1ETL工具基本功能操作
2運用ETL工具處理ODS
上機實習
講授
作業
 
14 Designing Data Integration Process with ETL Tools (2) 1. Processing Operational Data Store (cont.)
2. Processing Dimension Tables
1運用ETL工具處理維度表 上機實習
講授
作業
 
15 Designing Data Integration Process with ETL Tools (3) 1. Processing Dimension Tables (cont.)
2. Processing Fact Tables
1運用ETL工具處理事實表 上機實習
講授
作業
 
16 Final Exam Final Exam Final Exam 期末考
 
彈性教學週活動規劃

No.
實施期間
Period
實施方式
Content
教學說明
Teaching instructions
彈性教學評量方式
Evaluation
備註
Notes
1 起:2023-11-01 迄:2024-01-10 3.實作 Practical class 完成資料庫 LargeCo的資料倉儲,設計其維度模型及設計資料轉換整合之 ETL程序。 完成ETL後,找老師interview、互動驗收


教學要點概述:
1.自編教材 Handout by Instructor:
□ 1-1.簡報 Slids
□ 1-2.影音教材 Videos
□ 1-3.教具 Teaching Aids
■ 1-4.教科書 Textbook
□ 1-5.其他 Other
□ 2.自編評量工具/量表 Educational Assessment
■ 3.教科書作者提供 Textbook

成績考核 Performance Evaluation: 期末考:30%   期中考:30%   彈性教學:10%   平時考:10%   作業:20%  

教學資源(Teaching Resources):
□ 教材電子檔(Soft Copy of the Handout or the Textbook)
□ 課程網站(Website)
扣考規定:http://eboard.ttu.edu.tw/ttuwebpost/showcontent-news.php?id=504