دانلود کتاب Way of Data, The: From Technology to Applications

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Contents
Preface
About the Authors
Chapter 1 Getting to Know Big Data
What Is Big Data
The definition of big data
Talking with big data
China’s strategies for developing big data
Foreign strategies for developing big data
The Source of Big Data
By the subject that generates the data
By the sectors of the data
By forms of data storage
The Six Characteristics of Big Data
Large volume
Wide variety
Fast speed
High value
Variability
Complexity
From the Internet of Things to Artificial Intelligence
Internet of Things
Cloud computing
Big data
Artificial intelligence
Chapter 2 The “Tao” and “Art” of Big Data
The Prototype: The “Fourth Paradigm” of Scientific Research
What is the fourth paradigm of scientific research?
Characteristics of the fourth paradigm
Breaking Out of the Shell: McKinsey Predicts the Arrival of “Big Data”
Rise: Cloud Computing Creates Technical Prerequisites for Big Data
Frontier: From the Wild Growth to the Era of Gaming
From “Data” to “Intelligence”
From data to information
From information to knowledge
From Knowledge to Wisdom
“Extensive Reading” and “Profound Thinking”
Empowering Big Data with Big Wisdom
Chapter 3 Big Data Processing System
Basic Concepts of Big Data Processing
Big Data Processing
Big data collection
Big data pre-processing
Big data storage and management
Big data analysis and mining
Big data display and application
Big Data Processing Model
Relational model
Graph model
Stream model
Parallel decomposition model
Typical Big Data Processing Systems
Hadoop
How to understand Hadoop
Hadoop architecture
Hadoop application fields
Spark
Why we need Spark
Spark distributed computing process
Spark application cases
Big Data Storage
Big data needs big storage
Petabyte-level big data storage
Row storage and column storage
Chapter 4 Big Data Management
The History of Data Management
Manual management stage
File management stage
Database management stage
Big Data Management Approach
Big data backup
Big data update
Big data authorization
Big data index
Data normalization
Data engineering
Data cleaning
Data maintenance
Data Integration
Issues involved in data integration
Data integration application
Big Data Privacy Management
Big data privacy applications
Personal data protection system
Goals of big data privacy management
Chapter 5 Big Data Analysis Methods
Data Analysis Process
Problem definition
Data collection
Data preprocessing
Data visualization and report writing
Key Data Analysis Methods
Classification analysis
Cluster analysis
Correlation analysis
Big Data Visualization
Statistical chart visualization method
Column chart
Bar chart
Line chart
Pie chart
Scatter plot
Radar chart
Typical visualization tools
Chapter 6 Big Data Empowers Smart Government Affairs
Smart Government Starts with Big Data
How to Carry Out the Construction of Smart Government Affairs
The construction of e-government system
Promote data sharing among multiple departments
Building a government system with smart functions
Smart Government Application Direction
Data-driven smart office
Improve office efficiency
Refinement of office management
Coordination of government affairs
High-level public participation
Personalized intelligent service
Data-based scientific decision-making
Intelligent supervision for long-term anti-corruption
Promote the transparency of the government affairs environment
Promote the electronization of government functions to reduce corruption rates
Promote barrier-free information transmission to reduce corruption
Big Data and Government Governance
Case 1: Shenzhen Bao’an District Smart Government Service Platform
Case 2: Yan’an 12345 Smart Government Service Platform
Future Development Path
Strengthen the top-level planning and design of smart government affairs
Implement the construction tenet of “serving the people”
Promoting a change in the thinking of governance
Chapter 7 Big Data Boosts Economic Growth
Accurate and Targeted Investment Promotion
Gathering big data for investment promotion
Explore the investment target
Implementation of investment promotion channels
Industry Transformation and Intelligent Manufacturing
Data Drainage and Service Upgrade
Risk Control and Smart Finance
The application direction of big data in smart finance
Financial anti-fraud and analytics
Build a more comprehensive credit evaluation system
High-frequency trading and algorithmic trading
Public opinion analysis of products and services
Customer risk control
Targeted and Personalized Poverty Alleviation
Set targeted poverty alleviation goals based on big data analysis
Accurate targeting of poverty alleviation based on big data analysis
Accurately help the poor based on big data analysis
Evaluation of poverty alleviation effect based on big data analysis
Chapter 8 Big Data Serves People’s Livelihood and Welfare
Law and Order Under the Protection of Big Data
Integrate data resources for unified analysis and judgment
Integrate departmental strength for unified scheduling and processing
Smart Transportation with Artificial Intelligence
Intelligent road condition analysis to improve road efficiency
Intelligent behavior analysis facilitates illegal monitoring
Intelligent research and analysis to provide decision-making basis
Big Data Environmental Protection for Grid Monitoring
Big data and environmental monitoring
Big data and air monitoring
Big data and earthquake monitoring
Big data and environmental management
Smart Healthcare Supported by Big Data and Artificial Intelligence
Integrating medical resources with a three-dimensional database
AI diagnosis based on medical big data
Big Data and Education
“Deep Internet + artificial intelligence” calls for Education 3.0
Big data + AI empowering education
Teaching
Studying
Evaluation
Management
Chapter 9 See the Future and Take the Lead
The Rise of Big Data in China
Overview of the development of big data in various places
Opportunities brought by the development of big data
Big Data Opens Up New Paths for National Governance
The Direction of Breaking Through the Bottleneck of Big Data Development
Emphasize security protection and ensure the big data security
Research and develop key technologies to develop the big data industry
Innovative training mode to cultivate big data talents
Big Data Will Emerge with AI
Big data provides “nutrition” for AI
AI boosts deep application of big data
Opportunities and challenges for humans under the AI wave
The Internet of Everything Enters the Age of Pandora
What is the Internet of Everything?
The development trend of the Internet of Everything
Promote the Innovation and Development of the Big Data Technology Industry
Strengthen the construction of industrial ecological system
Support the development of local big data industry
Explore and strengthen industry management
Strengthen core technology innovation
Promote the development of the real economy
Big Data Talent Training
Index