Course taught by Prof. Fioresi on the Geometry of Deep Learning (16 hours) Zoom-link: https://unibo.zoom.us/j/3730574442
Date:
Event location: Unimore campus FIM via Campi, Modena room M1.6 (12/12 3-6pm) and M2.5 (19/12 3-6pm) - In presence and online event
Syllabus:
- Introduction to Deep Learning, basic steps of the algorithm analogies with the human visual systems and its mathematical models.
- The geometry of the space of data and the space of parameters; KL divergence and its information geometry interpretation.
- Geometric Deep Learning: the algorithm of Deep Learning on Graphs.
- Message passing and GATs: a geometrical modeling via heat equation and - Laplacian on graphs.