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]