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Seifedine Kadry
Big Data
Читать книгу Big Data - Seifedine Kadry - Страница 1
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Страница 1
Table of Contents
List of Tables
List of Illustrations
Guide
Pages
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1 Introduction to the World of Big Data CHAPTER OBJECTIVE
1.1 Understanding Big Data
1.2 Evolution of Big Data
1.3 Failure of Traditional Database in Handling Big Data
1.3.1 Data Mining vs. Big Data
1.4 3 Vs of Big Data
1.4.1 Volume
1.4.2 Velocity
1.4.3 Variety
1.5 Sources of Big Data
1.6 Different Types of Data
1.6.1 Structured Data
1.6.2 Unstructured Data
1.6.3 Semi‐Structured Data
1.7 Big Data Infrastructure
1.8 Big Data Life Cycle
1.8.1 Big Data Generation
1.8.2 Data Aggregation
1.8.3 Data Preprocessing
1.8.3.1 Data Integration
1.8.3.2 Data Cleaning
1.8.3.3 Data Reduction
1.8.3.4 Data Transformation
1.8.4 Big Data Analytics
1.8.5 Visualizing Big Data
1.9 Big Data Technology
1.9.1 Challenges Faced by Big Data Technology
1.9.2 Heterogeneity and Incompleteness
1.9.3 Volume and Velocity of the Data
1.9.4 Data Storage
1.9.5 Data Privacy
1.10 Big Data Applications
1.11 Big Data Use Cases 1.11.1 Health Care
1.11.2 Telecom
1.11.3 Financial Services
Chapter 1 Refresher
Conceptual Short Questions with Answers
Frequently Asked Interview Questions
2 Big Data Storage Concepts CHAPTER OBJECTIVE
2.1 Cluster Computing
2.1.1 Types of Cluster
2.1.1.1 High Availability Cluster
2.1.1.2 Load Balancing Cluster
2.1.2 Cluster Structure
2.2 Distribution Models
2.2.1 Sharding
2.2.2 Data Replication
2.2.2.1 Master‐Slave Model
2.2.2.2 Peer‐to‐Peer Model
2.2.3 Sharding and Replication
2.3 Distributed File System
2.4 Relational and Non‐Relational Databases
2.4.1 RDBMS Databases
2.4.2 NoSQL Databases
2.4.3 NewSQL Databases
2.4.3.1 Clustrix
2.4.3.2 NuoDB
2.4.3.3 VoltDB
2.4.3.4 MemSQL
2.5 Scaling Up and Scaling Out Storage
Chapter 2 Refresher
Conceptual Short Questions with Answers
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