CS 446

Spring 2026 Part of Term 1

Part of Term 1
Jan 20-May 6

Credit: 3 OR 4 hours.

Principles and applications of machine learning. Main paradigms and techniques, including discriminative and generative methods, reinforcement learning: linear regression, logistic regression, support vector machines, deep nets, structured methods, dimensionality reduction, k-means, Gaussian mixtures, expectation maximization, Markov decision processes, and Q-learning. Application areas such as natural language and text understanding, speech recognition, computer vision, data mining, and adaptive computer systems, among others.

Same as ECE 449. 3 undergraduate hours. 3 or 4 graduate hours. Prerequisite: CS 225; One of MATH 225, MATH 257, MATH 415, MATH 416, ASRM 406 or BIOE 210; one of CS 361, STAT 361, ECE 313, MATH 362, MATH 461, MATH 463, STAT 400 or BIOE 310.

CS 446 class schedule data for spring 2026
CRN Type Section Time Day Location Instructor Section Details
68039
Discussion/
Recitation
Online
CSP
CSP
ARRANGED
ARRANGED
n.a.
n.a.
ARR Illini Center
n.a.
Gui, L
Gui, L
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
3 hours
Section Info:
This section is for Chicago City Scholars only. This course will be taught on the Coursera platform. This section may have one or more proctored online exams. Students in on-campus programs will have no additional proctoring fees. Students taking a credit-bearing Illinois course on the Coursera platform for the first-time must complete a short onboarding course to gain course access. Additional information is available at: https://ws.engr.illinois.edu/sitemanager/getfile.asp?id=3552. In-person exams scheduled in 200 S. Wacker Dr. For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Undergrad - Urbana-Champaign.
Restricted to O/C Engineering City Scholars students.
78279
Online
DS3
ARRANGED
n.a.
n.a.
Gui, L
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
3 hours
Section Info:
This section is only for students that are in the Computer Science Online MCS/MCS-DS Program offered on the Coursera platform. Additional ProctorU fees may apply.
Restriction(s):
Restricted to MCS:Computer Sci Online -UIUC.
62698
Online
DS4
ARRANGED
n.a.
n.a.
Gui, L
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
4 hours
Section Info:
This section is only for students that are in the Computer Science Online MCS/MCS-DS Program offered on the Coursera platform. Additional ProctorU fees may apply.
Restriction(s):
Restricted to MCS:Computer Sci Online -UIUC.
69727
Discussion/
Recitation
Online
MC3
MC3
ARRANGED
ARRANGED
n.a.
n.a.
ARR Illini Center
n.a.
Gui, L
Gui, L
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
3 hours
Section Info:
This section is intended for Chicago MCS only. This course will be taught on the Coursera platform. This section may have one or more proctored online exams. Students in on-campus programs will have no additional proctoring fees. Students taking a credit-bearing Illinois course on the Coursera platform for the first-time must complete a short onboarding course to gain course access. Additional information is available at: https://ws.engr.illinois.edu/sitemanager/getfile.asp?id=3552. In-person exams scheduled in 200 S. Wacker Dr. For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Computer Science or Bioinformatics major(s). Restricted to Graduate - Urbana-Champaign. Restricted to MCS: Computer Sci OFF - UIUC.
68040
Discussion/
Recitation
Online
MC4
MC4
ARRANGED
ARRANGED
n.a.
n.a.
ARR Illini Center
n.a.
Gui, L
Gui, L
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
4 hours
Section Info:
This section is intended for Chicago MCS only. This course will be taught on the Coursera platform. This section may have one or more proctored online exams. Students in on-campus programs will have no additional proctoring fees. Students taking a credit-bearing Illinois course on the Coursera platform for the first-time must complete a short onboarding course to gain course access. Additional information is available at: https://ws.engr.illinois.edu/sitemanager/getfile.asp?id=3552. In-person exams scheduled in 200 S. Wacker Dr. For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Graduate - Urbana-Champaign. Restricted to MCS: Computer Sci OFF - UIUC.
78289
Lecture-Discussion
P3
12:30PM -1:45PM
TR
1320 Digital Computer Laboratory
Zhang, H
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
3 hours
Section Info:
For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Graduate - Urbana-Champaign. Not intended for MCS: Computer Sci OFF - UIUC or MCS:Computer Sci Online -UIUC.
Not intended for First Time Freshman students.
39433
Lecture-Discussion
P4
12:30PM -1:45PM
TR
1320 Digital Computer Laboratory
Zhang, H
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
4 hours
Section Info:
For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Graduate - Urbana-Champaign. Not intended for MCS: Computer Sci OFF - UIUC or MCS:Computer Sci Online -UIUC.
Not intended for First Time Freshman students.
31421
Lecture-Discussion
PU
12:30PM -1:45PM
TR
1320 Digital Computer Laboratory
Zhang, H
Part of Term:
1
Date Range:
01/20/26-05/06/26
Credit:
3 hours
Section Info:
For up-to-date information about CS course restrictions, please see the following link: http://go.cs.illinois.edu/CSregister
Restriction(s):
Restricted to Undergrad - Urbana-Champaign. Not intended for BS:Computer Engineering -UIUC or BS:Electrical Engineerng -UIUC.
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