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I E 483: Data Mining

(Dual-listed with I E 583). (3-0) Cr. 3.

Prereq: I E 148, I E 312, and STAT 231
Foundations of classification, data clustering and association rule mining. Techniques for data mining, including probabilistic and statistical methods, optimization algorithms and deep learning with neural networks, visualization techniques, and mathematical programming. Advanced topics include web-mining and mining of multimedia data. Case studies from both manufacturing and service industries. A computing project is required.