University of Colorado Boulder - Data Mining Methods 

Introduction, Apriori Algorithm

FP-growth Algorithm, Association, Correlation

Decision Tree Induction, Bayesian Classification

Support Vector Machines, Neural Network, Ensemble, Evaluation

Partitioning, Hierarchical, Grid-based, and Density-based Clustering

Probabilistic, High-dimensional, Bi-clustering, Graph, Constraint-based Cluste

Types of Outliers, Outlier Detection Methods

Mining Complex Data, Research Frontiers of Data Mining