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- Hands-On Big Data Modeling. Effective database design techniques for data architects and business intelligence professionals
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Hands-On Big Data Modeling. Effective database design techniques for data architects and business intelligence professionals
James Lee, Tao Wei, Suresh Kumar Mukhiya
Ebook
Modeling and managing data is a central focus of all big data projects. In fact, a database is considered to be effective only if you have a logical and sophisticated data model. This book will help you develop practical skills in modeling your own big data projects and improve the performance of analytical queries for your specific business requirements.
To start with, you’ll get a quick introduction to big data and understand the different data modeling and data management platforms for big data. Then you’ll work with structured and semi-structured data with the help of real-life examples. Once you’ve got to grips with the basics, you’ll use the SQL Developer Data Modeler to create your own data models containing different file types such as CSV, XML, and JSON. You’ll also learn to create graph data models and explore data modeling with streaming data using real-world datasets.
By the end of this book, you’ll be able to design and develop efficient data models for varying data sizes easily and efficiently.
To start with, you’ll get a quick introduction to big data and understand the different data modeling and data management platforms for big data. Then you’ll work with structured and semi-structured data with the help of real-life examples. Once you’ve got to grips with the basics, you’ll use the SQL Developer Data Modeler to create your own data models containing different file types such as CSV, XML, and JSON. You’ll also learn to create graph data models and explore data modeling with streaming data using real-world datasets.
By the end of this book, you’ll be able to design and develop efficient data models for varying data sizes easily and efficiently.
- 1. Introduction to Big Data and Data Management
- 2. Data Modeling and Data Management platforms for Big Data
- 3. Defining Data Model
- 4. Categorizing Data Model
- 5. Structures of Data Model
- 6. Modeling Structured Data
- 7. Modeling with Unstructured Data
- 8. Modeling with Steaming Data
- 9. Streaming Sensors Data
- 10. Concept and Approaches of Big Data Management
- 11. DBMS to BDMS
- 12. Big Data Management Services and Vendors
- 13. Modeling Twitter Feeds using Python
- 14. Modeling Weather Data Points with Python
- 15. Modeling IMDB Data Points with Python
- Title: Hands-On Big Data Modeling. Effective database design techniques for data architects and business intelligence professionals
- Author: James Lee, Tao Wei, Suresh Kumar Mukhiya
- Original title: Hands-On Big Data Modeling. Effective database design techniques for data architects and business intelligence professionals
- ISBN: 9781788626088, 9781788626088
- Date of issue: 2018-11-30
- Format: Ebook
- Item ID: e_15d6
- Publisher: Packt Publishing