Intro
Data Mining Origin
Data Preprocessing
Classification and Prediction Basics
Classification Decision Trees
Rule Based Classifier
Classification: KNN
Bayesian Classifier
ANN Classifier
Issues: Overfitting, Validation Model Comparison
Association Rules: Apriori Principle
Association Rules: FP-Growth
Handling Categorical Attributes
Cluster Analysis
Information Privacy and Data Mining
Advanced Application and Search Engines
Capacity Planning