Julie  Donnelly

Julie Donnelly

1625026778

Graph Convolutional Networks (GCNs)

Graph Convolutional Networks (GCNs)

Course website: http://bit.ly/DLSP21-home
Playlist: http://bit.ly/DLSP21-YouTube
Speaker: Alfredo Canziani

Chapters

  • 00:00 – Welcome to class
  • 00:20 – Recap from lecture 10 → Graph Transformer Networks (GTNs)
  • 02:50 – Today plan: tensors/representations living on vertices and edges
  • 03:20 – Self-learning resources with Xavier Bresson and Jure Leskovec
  • 04:42 – Graph Convolutional Networks (GCNs)
  • 23:38 – Connection with Convolutional Nets (CNNs) on grids
  • 26:36 – Residual gated GCNs
  • 37:26 – Domain sparsity note
  • 38:27 – PyTorch implementation using Deep Graph Library (DGL)
  • 56:44 – And that was it!

#graph #developer

Graph Convolutional Networks (GCNs)