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Nabila Abraham
Nabila Abraham

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Published in Analytics Vidhya

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OhMyGraphs: GraphSAGE and inductive representation learning

This post assumes you know a little something about graphs and their role in graph neural networks. It’s the first in a series of cool graph neural networks/graph representation learning papers I’ve come across! What is GraphSAGE? GraphSAGE [1] is an iterative algorithm that learns graph embeddings for every node in a certain…

Deep Learning

7 min read

OhMyGraphs: GraphSAGE and inductive representation learning
OhMyGraphs: GraphSAGE and inductive representation learning
Deep Learning

7 min read


Published in Analytics Vidhya

·Jul 6, 2021

OhMyGraphs: GraphSAGE in PyG

In a (much) earlier post, I described the intuition and some of the math behind a basic graph neural network (GNN) algorithm, GraphSAGE. How can we implement GraphSAGE for an actual task? I’m a PyTorch person and PyG is my go-to for GNN experiments. For much larger graphs, DGL is…

Pytorch

6 min read

OhMyGraphs: GraphSAGE in PyG
OhMyGraphs: GraphSAGE in PyG
Pytorch

6 min read


Jun 7, 2020

OhMyGraphs: Graph Attention Networks

This post follows from the intuition and notation in the GraphSAGE post in this series; check it out to follow along better! On the heels of GraphSAGE, Graph Attention Networks (GATs) [1] were proposed with an intuitive extension — incorporate attention into the aggregation and update steps. What are Graph Attention Networks? GATs are an…

Graph Embedding

8 min read

OhMyGraphs: Graph Attention Networks
OhMyGraphs: Graph Attention Networks
Graph Embedding

8 min read

Nabila Abraham

Nabila Abraham

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