Data Science and Predictive Analytics

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Motivation
3. Altmetric Badge
   Chapter 2 Foundations of R
4. Altmetric Badge
   Chapter 3 Managing Data in R
5. Altmetric Badge
   Chapter 4 Data Visualization
6. Altmetric Badge
   Chapter 5 Linear Algebra & Matrix Computing
7. Altmetric Badge
   Chapter 6 Dimensionality Reduction
8. Altmetric Badge
   Chapter 7 Lazy Learning: Classification Using Nearest Neighbors
9. Altmetric Badge
   Chapter 8 Probabilistic Learning: Classification Using Naive Bayes
10. Altmetric Badge
    Chapter 9 Decision Tree Divide and Conquer Classification
11. Altmetric Badge
    Chapter 10 Forecasting Numeric Data Using Regression Models
12. Altmetric Badge
    Chapter 11 Black Box Machine-Learning Methods: Neural Networks and Support Vector Machines
13. Altmetric Badge
    Chapter 12 Apriori Association Rules Learning
14. Altmetric Badge
    Chapter 13 k-Means Clustering
15. Altmetric Badge
    Chapter 14 Model Performance Assessment
16. Altmetric Badge
    Chapter 15 Improving Model Performance
17. Altmetric Badge
    Chapter 16 Specialized Machine Learning Topics
18. Altmetric Badge
    Chapter 17 Variable/Feature Selection
19. Altmetric Badge
    Chapter 18 Regularized Linear Modeling and Controlled Variable Selection
20. Altmetric Badge
    Chapter 19 Big Longitudinal Data Analysis
21. Altmetric Badge
    Chapter 20 Natural Language Processing/Text Mining
22. Altmetric Badge
    Chapter 21 Prediction and Internal Statistical Cross Validation
23. Altmetric Badge
    Chapter 22 Function Optimization
24. Altmetric Badge
    Chapter 23 Deep Learning, Neural Networks