Data Mining (Advanced)

Book: Data Mining: Concepts and Techniques, Third Edition by Han, Kamber & Pei (2013)

Lectures:

1. Introduction [download]

2. Data [download]

3. Preprocessing [download]

4. Online Analytical Processing (OLAP) [download]

5. Perceptron [download]

6. Support Vector Machines (SVM) [download]

7. Decision Trees [download]

8. Artificial Neural Network (ANN) [download]

9. Clustering [download]

10. Dimensionality Reduction [download]

11. Text Mining: Few case studies [download]

12. Outlier Detection [download]

13. Introduction to KNIME [download]