What is Geometric Deep Learning?

A brief introduction to GDP

Posted by Antonio Longa on February 16, 2021

The Pytorch Geometric Tutorial Project

Hi to everyone, we are Antonio Longa and Gabriele Santin, and we would like to start this journey with you. The simplest way to think about this project is to think about it as a study group. Exactly, we are going to learn together how to use Geometric Deep Learning in particular Pytorch_Geometric.

Science must be open, so these tutorials are! Feel free to join us, ask and (why not?) present something :).

introduction to Geometric Deep Learning

In the second part of the tutorial, we are gonna a see the basics of the GDL and why it is important!
INDEX
  • THEORY
    • What is this project?
    • Deep Learning in non-euclidean domains
    • Graphs and Graphs representation
    • Graph Neural Networks
    • Message passing
    • GraphSAGE
  • PRACTICE
    • Load a precomputed dataset
    • Explore shapes
    • First GNN
    • Train and Test





Download the material of the lecture here.