Selected Topics in Statistical Learning (STAT3008)
Information valid for Semester 2, 2025
Course level
Undergraduate
Faculty
School
Mathematics & Physics School
Units
2
Duration
One Semester
Attendance mode
In Person
Class hours
Lecture 3 Hours/ Week
Tutorial 1 Hour/ Week
Prerequisite
STAT2004 + (MATH2000 or MATH2001)
Recommended prerequisite
STAT3006 and MATH3204
Assessment methods
Assignments
Project
Exam
Study Abroad
This course is pre-approved for Study Abroad and Exchange students.
Current course offerings
Course offerings | Location | Mode | Course Profile |
Semester 2, 2025 (28/07/2025 - 22/11/2025) | St Lucia | In Person | Profile unavailable |
Please Note: Course profiles marked as not available may still be in development.
Course description
Extensive course on Statistical Learning Theory covering Reproducing Kernel Hilbert Spaces, Support Vector Machines, Learning Theory, Gaussian Processes, Artificial Neural Networks, Bayesian methods, and Generative AI with practical implementations.