yxnchen/GCN-tutorial

Simple Tutorial of Graph Convolutional Neural Networks.「 Learning by writing 」

• GCN Tutorial

  A repository for reproducing the experiments of graph convolutional neural networks (GCNs) that appear in papers and blog posts. I prefer using Keras!

  [Blog]

  1. How to do Deep Learning on Graphs with Graph Convolutional Networks by Tobias Skovgaard Jepsen

  • Part 1: A High-Level Introduction to Graph Convolutional Networks -> Simple-Graph-Operation.ipynb
  • Part 2: Semi-Supervised Learning with Spectral Graph Convolutions -> Semi-Supervised Learning.ipynb

  [Paper]

  2. Semi-Supervised Classification with Graph Convolutional Networks by Thomas N. Kipf, Max Welling

  • Appendix A.1: Node Embeddings with Random Weights -> Node-Embeddings-with-Random-Weights.ipynb