CDS 303: Scientific Data Mining

Chapters

1. Chapter 1: Data Science, Data Mining, and the Process of Turning Data into Knowledge
2. Chapter 2: Context and Data Understanding
3. Chapter 3: Data Preparation and Model Design
4. Chapter 4: Data Modeling - Regression
5. Chapter 5: Data Modeling - Tree-based Models
6. Chapter 6: Data Modeling - KNN
7. Chapter 7: Data Modeling - SVM
8. Chapter 8: Data Modeling - ANN
9. Chapter 9: Data Modeling - Bayesian Inference
10. Chapter 10: Data Modeling - PCA
11. Chapter 11: Data Modeling - Clustering
12. Chapter 12: Debugging and Evaluating