zixi-liu / Graphical-Neural-Network

CS224W: Graph Embedding, GNNs, Recommendation Systems, and applications.

node-embeddings graphneuralnetwork deep-learning gnn-model graph-learning machine-learning

Graphical Neural Network

Quick Start on GNN

This blog contains hands-on learning resources to quick start on graph machine learning.

Topics

Node Embeddings
Link Analysis
Graph Algorithms
Graph Neural Networks Roadmap
Deep Generative Models for Graphs
GNNs for Fraud Detection
GNNs for Recommender Systems
Neo4j Graph Database & Cypher
Pytorch-Geometrics (PyG)

Resources

Stanford CS224W: Machine Learning with Graphs [Class Video]
Google Research GNN
Awesome Collection of Research Papers on Fraud Detection using GNNs [Research Papers]
Awesome Slides from a Talk on Fraud Detection using GNNs [Slides]

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CS224W: Graph Embedding, GNNs, Recommendation Systems, and applications.

node-embeddings graphneuralnetwork deep-learning gnn-model graph-learning machine-learning

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Language:Jupyter Notebook 90.8%Language:Cypher 6.2%Language:Python 3.1%