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Index
Cover
Front Matter
1. Introduction
Part I. Tools
2. Data Collection
3. Data Management—Relational Database Systems (RDBMS)
4. Big Data Management
5. Data Visualization
6. Statistical Methods: Basic Inferences
7. Statistical Methods: Regression Analysis
8. Advanced Regression Analysis
9. Text Analytics
Part II. Modeling Methods
10. Simulation
11. Introduction to Optimization
12. Forecasting Analytics
13. Count Data Regression
14. Survival Analysis
15. Machine Learning (Unsupervised)
16. Machine Learning (Supervised)
17. Deep Learning
Part III. Applications
18. Retail Analytics
19. Marketing Analytics
20. Financial Analytics
21. Social Media and Web Analytics
22. Healthcare Analytics
23. Pricing Analytics
24. Supply Chain Analytics
25. Case Study: Ideal Insurance
26. Case Study: AAA Airline
27. Case Study: InfoMedia Solutions
28. Introduction to R
29. Introduction to Python
30. Probability and Statistics
Back Matter
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