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Basics of Graph Neural Networks
Welcome to Basics of GNNs
Welcome and Resources
Machine Learning on Graphs
Introduction
Message Passing on Graphs (10:20)
The Label Propagation Algorithm (10:36)
Graph Convolutional Networks (GCN) (9:01)
Relational Graph Convolutional Networks (R-GCN) (10:29)
Graph Attention Networks (GAT) (4:54)
Implementing GCN with NumPy (12:48)
BONUS - Author Interviews
Introduction
How DeepMind learns physics simulators with Graph Networks (35:33)
How Uber uses Graph Neural Networks to recommend you food (54:00)
Equivariant Subgraph Aggregation Networks (70:05)
Scaling Graph Neural Networks to Twitter-scale (56:55)
Knowledge Graphs for Drug Repurposing (74:58)
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Knowledge Graphs for Drug Repurposing
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