Machine-Learning-Graphs-Resources

Courses and Lectures

CS224W - 2018

CS224W - 2019

Youtube

1. Graph Representation Learning Standford
2. Graph Node Embedding Algorithm
3. Deep Graph Generative Models

Libraries

1. https://github.com/rusty1s/pytorch_geometric
2. https://github.com/dmlc/dgl
3. https://torchbiggraph.readthedocs.io/en/latest/scoring.html

Demo code

1. https://github.com/rusty1s/pytorch_geometric/tree/master/examples
2. https://github.com/williamleif/graphsage-simple/blob/master/graphsage/

Tutorials

1. https://towardsdatascience.com/a-gentle-introduction-to-graph-neural-network-basics-deepwalk-and-graphsage-db5d540d50b3
2. https://towardsdatascience.com/hands-on-graph-neural-networks-with-pytorch-pytorch-geometric-359487e221a8

Papers

1. https://arxiv.org/pdf/1707.03815.pdf