Data Analytics: Principles, Tools, and Practices

Preface

Database Management System

• Database and database management system
• DB objects
• Conclusion
• Questions

Online Transaction Processing and Data Warehouse

• Introduction
• Online transaction processing
• Need of data warehouse
• Dimensional modeling used in DW design
• Types of schemas
• ETL and other tools sets available in market
• Conclusion
• Questions

Business Intelligence and Its Deeper Dynamics

• Business intelligence
• Data quality: a real challenge
• Structured Versus Unstructured
• Data Lake
• Modern business intelligence system
• Conclusion
• Questions

Introducing Data Visualization

• Presenting data visualization
• Ring chart
• Stacked area chart
• Visualization dashboards
• Introduction to reporting tools
• Tableau
• High charts
• Conclusion
• Questions

Advanced Data Visualization

• Types of advanced data visualization
• Data visualization trends
• Introducing data visualization tools
• Conclusion
• Questions

Introduction to Big Data and Hadoop--Too Huge to Avoid

• Introduction and need of big data
• Introducing Hadoop and HDFS system
• The Hadoop distributed file system
• Conclusion
• Points to remember

NoSQL and MapReduce--Too Huge to Avoid

• What is NoSQL?
• Uses of NoSQL
• Types of NoSQL database
• Programming MapReduce jobs
• What is MapReduce?
• How MapReduce works?
• Conclusion
• Points to remember

Application of Big Data—Real Use Cases

• Big data applications in healthcare
• What is big data in healthcare?
• Why do we need big data analytics in healthcare?
• Twelve big data applications in healthcare
• List of 12 big data examples in healthcare
• Applications of big data in finance
• Big data applications in retail
• Big data benefits for retail
• Big data application in travel
• Big data applications in media
• Conclusion
• Questions

Introducing Machine Learning - Making Machine to Run the Show

• Introduction
• Need for machine learning
• Supervised learning
• Conclusion

Advanced Concepts to Machine Learning: Making Machine to Run the Show

• Predictive learning--predictive analytic and machine learning
• Predictive analytics models
• Deep learning
• Deep learning architecture
• Deep Learning Algorithms
• YOLO--You Just Look Once
• Natural Language Programming
• Conclusion
• Points to remember

Application of Machine Learning

• Machine learning applications in healthcare
• Machine learning applications in finance
• Machine learning applications in retail
• Key benefits of machine learning in retail
• Wrapping up
• Advantages of predictive analytics for machine learning in retail
• Applications in Brick-and-Mortar retail
• Machine learning applications in travel
• ML, AI, and big data analytics in the travel and hospitality industry
• Machine learning applications in media
• The future of machine learning
• Conclusion
• Points to remember