STAT400

Download as PDF

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

-

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

-

Course Restrictions

-

Equivalent Course(s)

-