STAT400
Statistical Machine Learning
Mathematics & Computer Science
College of Liberal Arts
Course Subject Code
STAT
Course Number
400
Status
Active
Course Attributes
CAP: GenEd-Capstone, CEA: ProgCLA-CEA and Au Pair, EMCR: Major-Cybersecurity Elective, EMMT: Major-Mathematics Elective, ENDA: Minor-Data Science Elective, ENMH: Minor-Mathematics Elective, ENST: Minor-Statistics Elective, MCYB: Major-Cybersecurity, MMAT: Major-Mathematics, MSTA: Major-Statistics, NDAT: Minor-Data Science, NMAT: Minor-Mathematics, NSTA: Minor-Statistics, WRMJ: GenEd-Writing in the Major, IMMX: GenEd-Immersive Experience
Course Short Title
Statistical Machine Learning
Course Long Title
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Course Description
Introduces statistical machine learning techniques, using the statistical programming language R. Specific topics of focus include supervised learning methods, such as linear and logistic regression, k-nearest neighborhoods, discriminant analysis, and decision trees, and model assessment tools, such as cross-validation. Discusses the importance of ethics in statistics.
Min
4
Repeatable
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Equivalent Course(s)
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