Statistical Machine Learning is used to discover patterns and relationships in large data sets. Topics will include: data exploration, classification and regression tress, random forests, clustering and association rules. Building predictive models focusing on model selection, model comparison and performance evaluation. Emphasis will be on concepts, methods and data analysis; and students are expected to complete a significant class project, individual or team based, using real-world data.

Prerequisites: PSTAT 120A-B and PSTAT 126 with a minimum grade of C or better.

4

Units

Optional

Grading

1, 2

Passtime

None

Level Limit

Letters and science

College
Unlocks PSTAT 235 PSTAT 134 PSTAT 234 PSTAT 135
These majors only finms actsc stsds stsap stats
COBURN T
No info found
PHELP1513
W
09:00 AM - 09:50 AM
19 / 20
PHELP1513
W
10:00 AM - 10:50 AM
20 / 20 Full
PHELP1513
W
11:00 AM - 11:50 AM
19 / 20
PHELP1513
W
12:00 PM - 12:50 PM
20 / 20 Full
PHELP1513
W
13:00 PM - 13:50 PM
19 / 20
PHELP1513
W
14:00 PM - 14:50 PM
20 / 20 Full
SSMS 1005
W
15:00 PM - 15:50 PM
20 / 20 Full
PSY-E1805
W
16:00 PM - 16:50 PM
20 / 20 Full
PHELP1513
W
15:00 PM - 15:50 PM
11 / 20
PHELP1513
W
16:00 PM - 16:50 PM
20 / 20 Full
UCSBPlat.com logo
UCSBPlat.com
The admin of your beloved UCSBPlat.com
Promoted

Promote Your Club Events Here

Reach 9,200 Gauchos for your club's first meeting of the year, new members recruiting, fundraisers, and more. Free for UCSB organizations.

See All
Spring 2026 . Coburn T
TD-W 1701
T R
17:00 PM - 18:15 PM
Summer 2026 . Coburn T
HSSB 1173
M T W R
15:30 PM - 16:35 PM
See All
PSTAT 131 Coburn T Winter 2026 Total: 213
PSTAT 131 Yu G Fall 2025 Total: 171
See All
PSTAT 131
187 / 250 Enrolled
Introduction to Statistical Machine Learning
Katie Coburn 3.1
M W
17:00 PM - 18:15 PM
PSTAT 120A
268 / 275 Enrolled
Probability and Statistics
Natido A
T R
14:00 PM - 15:15 PM
PSTAT 122
150 / 150 Full
Design and Analysis of Experiments
Abuzaid A H
M W
14:00 PM - 15:15 PM
PSTAT 126
100 / 100 Full
Regression Analysis
Mengyang Michael Gu 3.9
M W
09:30 AM - 10:45 AM
PSTAT 126
77 / 100 Enrolled
Regression Analysis
Adams A R
M W
12:30 PM - 13:45 PM
PSTAT 126
77 / 150 Enrolled
Regression Analysis
T B A
M W
12:30 PM - 13:45 PM
PSTAT 132
100 / 100 Full
Database Management for Data Analysis
Dawn Holmes 3.2
T R
11:00 AM - 12:15 PM