STAT 432

Fall 2026 All Classes

All Classes

Basics of Statistical Learning

Credit: 3 OR 4 hours.

Topics in supervised and unsupervised learning are covered, including logistic regression, support vector machines, classification trees and nonparametric regression. Model building and feature selection are discussed for these techniques, with a focus on regularization methods, such as lasso and ridge regression, as well as methods for model selection and assessment using cross validation. Cluster analysis and principal components analysis are introduced as examples of unsupervised learning.

3 undergraduate hours. 4 graduate hours. Prerequisite: STAT 400, and either STAT 420 or STAT 425.

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STAT 432 class schedule data for fall 2026
CRN	Type	Section	Time	Day	Location	Instructor	Section Details
70222	Lecture-Discussion	1GR	12:30PM -1:50PM	TR	2039 Campus Instructional Facility	Zhu, R	Availability: CrossListOpen (Restricted) Part of Term: 1 Date Range: 08/24/26-12/09/26 Credit: 4 hours Section Info: For up-to-date information about statistics course registration, please see our registration update pages: go.illinois.edu/StatisticsRegistration Restriction(s): Restricted to Graduate - Urbana-Champaign. Restricted to MS:Statistics -UIUC, PHD:Statistics -UIUC, MS:Statistics -- Applied -UIUC, MS: Statistics: Analytics, or MS:PA Risk Mgmt - UIUC.
70223	Lecture-Discussion	1UG	12:30PM -1:50PM	TR	2039 Campus Instructional Facility	Zhu, R	Availability: Closed Part of Term: 1 Date Range: 08/24/26-12/09/26 Credit: 3 hours Section Info: For up-to-date information about statistics course registration, please see our registration update pages: go.illinois.edu/StatisticsRegistration Restriction(s): Restricted to Statistics or Statistics & Computer Science major(s). Restricted to Undergrad - Urbana-Champaign.
70220	Lecture-Discussion	2GR	11:00AM -12:20PM	TR	112 Transportation Building	Lee, H	Availability: CrossListOpen (Restricted) Part of Term: 1 Date Range: 08/24/26-12/09/26 Credit: 4 hours Section Info: For up-to-date information about statistics course registration, please see our registration update pages: go.illinois.edu/StatisticsRegistration Restriction(s): Restricted to Graduate - Urbana-Champaign. Restricted to MS:Statistics -UIUC, PHD:Statistics -UIUC, MS:Statistics -- Applied -UIUC, MS: Statistics: Analytics, or MS:PA Risk Mgmt - UIUC.
70221	Lecture-Discussion	2UG	11:00AM -12:20PM	TR	112 Transportation Building	Lee, H	Availability: Closed Part of Term: 1 Date Range: 08/24/26-12/09/26 Credit: 3 hours Section Info: For up-to-date information about statistics course registration, please see our registration update pages: go.illinois.edu/StatisticsRegistration Restriction(s): Restricted to Statistics or Statistics & Computer Science major(s). Restricted to Undergrad - Urbana-Champaign.