Graph Neural Networks (GNNs)
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Published on ● Video Link: https://www.youtube.com/watch?v=GvMub7rWrjE
4Slides and Code can be found at:
https://github.com/tanchongmin/TensorFlow-Implementations
0:00 What can be modelled with Graph Neural Network (GNN)?
6:15 GNN introductory video
12:17 How many hops needed for n nodes?
15:37 GNN for finding out maximum node value
19:27 Overview of GNN
29:27 Viewing a CNN as a graph
32:51 Graph Convolutional Network (GCN)
37:38 Graph Attentional Network (GAT)
49:51 How to train GNN end-to-end
54:27 Permutation Invariance in GNNs
1:00:57 How Transformers is actually a GAT with complete edge set
1:02:36 Cora dataset
1:04:32 Jupyter Notebook on GCN/GAT on node classification on Cora dataset