KNOWLEDGE, INTERACTION AND INTELLIGENT SYSTEMS-3

Academic year
2023/2024 Syllabus of previous years
Official course title
KNOWLEDGE, INTERACTION AND INTELLIGENT SYSTEMS-3
Course code
PHD157-3 (AF:471259 AR:258253)
Modality
On campus classes
ECTS credits
2
Degree level
Corso di Dottorato (D.M.45)
Educational sector code
INF/01
Period
Annual
Course year
1
Where
VENEZIA
Moodle
Go to Moodle page
The course will introduce the most recent Neural Network techniques to process non-euclidean data, such as graphs and meshes.
Students will gain a deep knowledge of the main challenges of developing and using Neural Network algorithms to graphs, together with state-of-the-art solutions from both a theoretical and practical perspective.
Basic knowledge of Linear Algebra, Probability, and Python Coding.
Challenges of graphs: permutation invariance and covariance
Convolution on graphs
Graphs Auto-Encoders
Short paper, with the possibility to choose between:
- literature review paper
- application of GNNs to a specific problem
Lectures and hands-on sessions
English
written
Definitive programme.
Last update of the programme: 30/05/2023