course
IT 326: Data Mining
This course teaches data mining concepts and techniques, and basic machine learning techniques. Topics covered include basic statistical descriptions of data, measuring data similarity and dissimilarity, data preprocessing, mining frequent patterns and associations, classification, and clustering.
Course objective:
- Describe and define data mining concepts and techniques.
- Demonstrate and extract descriptive data summarization.
- Apply data pre-processing for data mining techniques.
- Design and apply data mining functions (association, correlation, summarization, clustering, classification, outliers).