Graph Machine Learning Resources
Curated by Manuel Mondal (
@ManuelRMondal π¦
).
Books
Geometric Deep Learning
Michael M. Bronstein
π¦
,
Joan Bruna
π¦
,
Taco Cohen
π¦
,
Petar VeliΔkoviΔ
π¦
Graph Neural Networks
Lingfei Wu
π¦
,
Peng Cui,
Jian Pei,
Liang Zhao
Graph Representation Learning
William L. Hamilton
Deep Learning on Graphs
Yao Ma,
Jiliang Tang
π¦
Graph Machine Learning
Claudio Stamile,
Aldo Marzullo,
Enrico Deusebio
Machine Learning with PyTorch and Scikit-Learn (Chapter 18)
Sebastian Raschka
π¦
Introduction to Graph Neural Networks
Zhiyuan Liu
π¦
,
Jie Zhou
Lectures
Machine Learning with Graphs (Stanford CS224W, Semester Course)
Jure Leskovec
π¦
First Italian School on Geometric Deep Learning
Cristian Bodnar
π¦
,
Michael Bronstein
π¦
,
Francesco Di Giovanni
π¦
,
Pim de Haan
π¦
,
Maurice Weiler
π¦
Graph Convolutional Networks (NYU Deep Learning Course, Lecture 13)
[Course website]
Xavier Bresson
π¦
, Alfredo Canziani
π¦
, Yann LeCun
π¦
Getting Started
Graph Neural Network Course
Maxime Labonne
π¦
An Attempt at Demystifying Graph Deep Learning
Eric Ma
π¦
Representation Learning on Graphs: Methods and Applications
William L. Hamilton,
Rex Ying
π¦
,
Jure Leskovec
π¦
Graph Neural Networks - a perspective from the ground up
Alex Foo
Code-based introduction:
Build your own GNN-powered drug screening predictor in one hour (or less)
Petar VeliΔkoviΔ
π¦
Papers
Collection of papers curated by
@thunlp
:
Must-read papers on GNNs.
Collection of papers curated by
@GRAND-Lab
:
Awesome resources on Graph Neural Networks.
Blogs and Newsletters
Michael Bronstein's Medium
π¦
Michael Galkin's Medium
π¦
Graph Machine Learning Telegram Channel
Administered by Chaitanya K. Joshi
π¦
Graph Machine Learning Substack
By Sergey Ivanov
π¦
Community
LoGaG: Learning on Graphs and Geometry Reading Group
Managed by Hannes StΓ€rk
π¦
Graph Representation Learning Reading Group
Twitter Community Β« Graph Machine Learning Β»
Learning on Graphs Conference
π¦
Frameworks and Libraries
PyTorch Geometric (PyG)
Spektral
Deep Graph Library (DGL)