cdl2024

Material for CDL2024 Masterclass: "Mastering Graph Neural Networks: From Fundamentals to Applications".

• CDL 2024 Slides

Theory

• CDL 2024 - Traditional Graph-based Features
• CDL 2024 - Graph Isomorphism
• CDL 2024 - Permutation Invariance and Equivariance
• CDL 2024 - Shift Equivariance

Layers

• CDL 2024 - Graph Convolutional Networks (GCNs)
• CDL 2024 - GraphSAGE
• CDL 2024 - Graph Attention Networks (GATs)

Applications

• CDL 2024 - Node Classification in Bitcoin Using PyG for Anti-Money Laundering
• CDL 2024 - Link Prediction in MovieLens Using PyG for Recommendation Systems
• CDL 2024 (Experimental) - G-Retriever using PyG for Chatting With Your Graph