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Data Warehouse Concepts, Design, and Data Integration · LearnSpace
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Data Warehouse Concepts, Design, and Data Integration

Курс от University of Colorado System
Уровень не указан≈ 62 чАнглийский
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О курсе

This is the second course in the Data Warehousing for Business Intelligence specialization. Ideally, the courses should be taken in sequence. In this course, you will learn exciting concepts and skills for designing data warehouses and creating data integration workflows. These are fundamental skills for data warehouse developers and administrators. You will have hands-on experience for data warehouse design and use open source products for manipulating pivot tables and creating data integration workflows. In the data integration assignment, you can use either Oracle, MySQL, or PostgreSQL databases. You will also gain conceptual background about maturity models, architectures, multidimensional models, and management practices, providing an organizational perspective about data warehouse development. If you are currently a business or information technology professional and want to become a data warehouse designer or administrator, this course will give you the knowledge and skills to do that. By the end of the course, you will have the design experience, software background, and organizational context that prepares you to succeed with data warehouse development projects. In this course, you will create data warehouse designs and data integration workflows that satisfy the business intelligence needs of organizations. When you’re done with this course, you’ll be able to: * Evaluate an organization for data warehouse maturity and business architecture alignment; * Create a data warehouse design and reflect on alternative design methodologies and design goals; * Create data integration workflows using prominent open source software; * Reflect on the role of change data, refresh constraints, refresh frequency trade-offs, and data quality goals in data integration process design; and * Perform operations on pivot tables to satisfy typical business analysis requests using prominent open source software

Навыки, которые вы освоите

Data IntegrationData WarehousingSQLDatabase DesignExtract, Transform, LoadPivot Tables And ChartsRelational DatabasesData ArchitectureBusiness IntelligenceProject ManagementPostgreSQLData ModelingData Transformation

Программа курса

5 модулей · 97 учебных материалов

01Data Warehouse Concepts and Architectures22 материалов

Course Introduction

Course introduction video lectureВидеоGet help and meet other learners in this course. Join your discussion forums!Чтение

Course objectives

Course objectives video lectureВидеоPowerpoint lecture notes for lesson 1Чтение

Учитесь у экспертов

Michael Mannino

Associate Professor

Data Warehouse Concepts, Design, and Data Integration
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Обучение на Coursera

≈ 62 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

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Course topics and assignments

Course topics and assignments video lectureВидео
Optional textbookЧтение
Powerpoint lecture notes for lesson 2Чтение

Motivation and characteristics

Motivation and characteristics video lectureВидеоPowerpoint lecture notes for lesson 3Чтение

Learning effects for data warehouse development

Learning effects for data warehouse development video lectureВидеоPowerpoint lecture notes for lesson 4Чтение

Data warehouse architectures and maturity

Data warehouse architectures and maturity video lectureВидеоPowerpoint lecture notes for lesson 5Чтение

Data Warehouse Examples

Data Warehouse Examples video lectureВидеоPowerpoint lecture notes for lesson 6Чтение

Employment opportunities

Employment opportunities video lectureВидеоPowerpoint lecture notes for lesson 7Чтение

Course software requirements

Overview of database software requirements and installationЧтениеPentaho Data Integration installation (Windows + Mac)ЧтениеPDI Installation Problems (Mac + Windows)Чтение

Quiz

Concept quiz for Module 1 ЗаданиеOptional textbook reading materialЧтение
02Multidimensional Data Representation and Manipulation17 материалов

Data cube representation

Data cube representation video lectureВидеоPowerpoint lecture notes for lesson 1Чтение

Data cube operators

Data cube operators video lectureВидеоPowerpoint lecture notes for lesson 2Чтение

Overview of Microsoft MDX

Overview of Microsoft MDX video lectureВидеоPowerpoint lecture notes for lesson 3Чтение

Microsoft MDX Statements

Microsoft MDX statements video lectureВидеоPowerpoint lecture notes for lesson 4Чтение

Concepts and Practice with WebPivotTable

Overview of WebPivotTable video lectureВидеоPowerpoint lecture notes for lesson 5ЧтениеWebPivotTable TutorialЧтениеWebPivotTable software demonstrationВидео

Quiz and Assignment for WebPivotTable

Optional textbook reading materialЧтениеConcept quiz for Module 2ЗаданиеModule 2 AssignmentЧтениеQuiz for the module 2 assignment - WebPivotTableЗаданиеSolution for the WebPivotTable assignment in Module 2Чтение
03Data Warehouse Design Practices and Methodologies20 материалов

Relational database concepts for multidimensional data

Relational database concepts for multidimensional data video lectureВидеоPowerpoint lecture notes for lesson 1Чтение

Table design patterns

Table design patterns video lectureВидеоPowerpoint lecture notes for lesson 2Чтение

Summarizability patterns for dimension tables

Summarizability patterns for dimension tables video lectureВидеоPowerpoint lecture notes for lesson 3Чтение

Summarizability patterns for dimension-fact relationships

Summarizability patterns for dimension-fact relationships video lectureВидеоPowerpoint lecture notes for lesson 4Чтение

Schema integration process

Schema integration video lessonВидеоPowerpoint lecture notes for lesson 5Чтение

Data warehouse design methodologies

Data warehouse design methodologies video lectureВидеоPowerpoint lecture notes for lesson 6Чтение

Mini case for data warehouse design

Mini case for data warehouse design video lectureВидеоPowerpoint lecture notes for lesson 7ЧтениеMini Case Study and SolutionЧтение

Practice, Quiz and Assignment

Optional textbook reading materialЧтениеConcept quiz for Module 3 ЗаданиеModule 3 AssignmentЧтениеSelf-Evaluation for the Module 3 AssignmentЧтениеReflective Quiz for the Module 3 Assignment Задание
04Data Integration Concepts, Processes, and Techniques 20 материалов

Concepts of data integration processes

Concepts of data integration processes video lectureВидеоPowerpoint lecture notes for lesson 1Чтение

Change data concepts

Change data concepts video lectureВидеоPowerpoint lecture notes for lesson 2Чтение

Data cleaning tasks

Data cleaning tasks video lectureВидеоPowerpoint lecture notes for lesson 3Чтение

Pattern matching with regular expressions

Pattern matching with regular expressions video lectureВидеоPowerpoint lecture notes for lesson 4Чтение

Matching and consolidation

Matching and consolidation video lectureВидеоPowerpoint lecture notes for lesson 5Чтение

Quasi identifiers and distance functions for entity matching

Quasi identifiers and distance functions for entity matching video lectureВидеоPowerpoint lecture notes for lesson 6Чтение

SQL statements for data integration

SQL for data integration video lessonВидеоPowerpoint lecture notes for lesson 7Чтение

Quiz and assignment

Optional reading materialЧтениеConcept quiz for Module 4ЗаданиеModule 4 assignmentЧтениеSelf evaluation for the Module 4 assignmentЧтениеReflective Quiz for the Module 4 assignmentЗаданиеQuiz for the Module 4 assignmentЗадание
05Architectures, Features, and Details of Data Integration Tools18 материалов

Architectures and marketplace

Architectures and marketplace video lectureВидеоPowerpoint lecture notes for lesson 1Чтение

Common features of data integration tools

Common features of data Integration tools video lectureВидеоPowerpoint lecture notes for lesson 2Чтение

Talend Open Studio

Talend Open Studio video lectureВидеоPowerpoint lecture notes for lesson 3Чтение

Pentaho Data Integration

Pentaho Data Integration video lectureВидеоPowerpoint lecture notes for lesson 4ЧтениеSoftware video demonstration for Pentaho Data IntegrationВидео

Quiz, Practice, and Assignment

Optional reading materialЧтениеConcept quiz for Module 5ЗаданиеGuided tutorial for Pentaho Data IntegrationЧтениеModule 5 assignmentЧтениеDocuments for the module 5 assignmentЧтениеSelf-Evaluation for the Module 5 AssignmentЧтение

Course conclusion

Course conclusion video lectureВидео
Reflective quiz for the Module 5 assignmentЗадание
Quiz for the Module 5 assignmentЗадание