Data Mining

Data mining is the study of algorithmic techniques for the extraction of novel, actionable patterns from various data modalities at scale. This course offers a comprehensive exploration into the concepts, techniques, and tools required for mining massive datasets. Fundamental algorithms and probabilistic methods used in data mining are covered with a focus on practical applications including mining frequent itemsets, analyzing data streams, web mining, and recommendation systems. Students will learn to work with large-scale data of various modalities, including time series and graphs, while developing skills in pattern extraction, classification, prediction, and other key areas.

Offer as needed

031299