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MATH5041

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Statistical Machine Learning

MathematicsNo College Designated

Course Title

Statistical Machine Learning

Department

Credit Hrs

3

Grade Modes

Audit, Pass/Fail, Standard Letter

Course Description

Basics of statistical learning. Data visualization. Linear, nonlinear and logistic regression, variable selection and regularization. Linear classification methods. Smoothing methods. Tree-based methods. Basics of statistical learning. Data visualization. Linear, nonlinear and logistic regression, variable selection and regularization. Linear classification methods. Smoothing methods. Tree-based methods.
Prerequisite
Complete ALL of the following Courses:
  • MATH3082
  • MATH2420

Or consent of the instructor.