Course Instructor
Course Details
-
Location DMI, University of Catania
-
Format Lectures & Practical Labs (PyTorch)
-
Intro Slides General introduction (Slides) →
-
Lectures Tuesdays & Thursdays
17:00–19:00 — Room 126 -
Focus Advanced Deep Learning Models and Methods
-
Official Syllabus View on DMI Portal →
Course Schedule
Introduction
-
Introduction to the Course & Labs
03/03/25
Sequential & Metric Learning
-
Recap on Transformers
Slides on MS Teams 05/03/25
-
Recap on Transformers Lab
Notebook 17/03/25
-
Metric Learning
19/03/25
-
Metric Learning Lab
24/03/25
Distillation & Adaptation
-
Knowledge Distillation
26/03/25
-
Knowledge Distillation Lab
07/04/25
-
Domain Adaptation
09/04/25
-
Domain Adaptation Lab
14/04/25
Self-Supervised Learning
-
Self-Supervised Learning
16/04/25
-
Self-Supervised Learning Lab
21/04/25
Prova in Itinere 1
Mid-term assessment covering topics up to Self-Supervised Learning.
Video & Multi-Modal Understanding
-
Video Classification Architectures
Slides on MS Teams 28/04/25
-
Video Understanding Lab
30/04/25
-
Vision & Language
05/05/25
-
Vision & Language Lab
07/05/25
Advanced Models
-
Advanced Sequential Modeling
12/05/25
-
Sequential Modeling Lab
14/05/25
-
Reinforcement Learning
19/05/25
-
Reinforcement Learning Lab
21/05/25
- Seminar: TBA 26/05/25
- Seminar: TBA 28/05/25
- Seminar: TBA 09/06/25
Prova in Itinere 2
Final assessment covering advanced topics and architectures.