Advanced AI
Block 4.2, 2026
Lecture slides for the Advanced AI major at the University of Limerick.
Lectures
00
Overview
Delivery shape, assessment, academic integrity, the text
Week 1 · 7 Sep
PDF
01
Supervised Learning
Linear models, residuals, least squares, the loss surface
Week 1 · 7 Sep
PDF
02
Neural Networks
ReLU hinges, hidden units, regions, shallow and deep
Week 1 · 11 Sep
PDF
Key dates
Final Exam
Week 8 · Fri 30 Oct · 09:00
Resources
Understanding Deep Learning
Simon J. D. Prince · Core text
Mathematics for Machine Learning
Deisenroth, Faisal & Ong · Supplementary text
Dive into Deep Learning
Zhang, Lipton, Li & Smola · Supplementary text