CSC4220
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Data Mining/Machine Learning
College/School
Engineering
Course Title
Data Mining/Machine Learning
Academic Level (Course Level)
Undergraduate
Course Subject Code
CSC
Course Number
4220
Credit Hours Min
3
Contact Hours Min
3
Billing Hours Min
3
Lecture Hours Min
3
Course Description
Prerequisites: MATH 3070 or MATH 3470 or MATH 4470 (5470), MATH 2010, and CSC 2400. Introduction to a solid grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations, including preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Students will also be introduced to latest advances in the field, including data transformations, ensemble learning, massive data sets, multi-instances learning, with an application towards the leading edge of contemporary research.