DeepSNAP
0.2.0

Overview

  • Installation
  • Introduction
    • Background
    • DeepSNAP Graph
    • DeepSNAP Dataset
    • DeepSNAP Batch
    • DeepSNAP Heterogeneous Graph
    • DeepSNAP Heterogeneous GNN
  • Colab Notebooks
    • Homogeneous Graph
    • Heterogeneous Graph
  • Other Resources

Package Reference

  • deepsnap
  • deepsnap.batch
    • DeepSNAP Batch
  • deepsnap.dataset
    • DeepSNAP GraphDataset
    • DeepSNAP Dataset Generator
    • DeepSNAP Dataset EnsembleGenerator
  • deepsnap.graph
    • DeepSNAP Graph
  • deepsnap.hetero_gnn
    • Heterogeneous GNN “Wrapper” Layer
    • Heterogeneous GNN Layers
    • Heterogeneous GNN Functions
  • deepsnap.hetero_graph
    • DeepSNAP Heterogeneous Graph
DeepSNAP
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  • Colab Notebooks
  • View page source

Colab Notebooks¶

Colab Notebooks for DeepSNAP. DeepSNAP was used in the Stanford University CS224W: Machine Learning with Graphs (Winter 2021) colab homeworks. Some notebooks here are adopted and modified from CS224W Colab 3, Colab 4 and Colab 5.

  • Homogeneous Graph

  • Heterogeneous Graph

Homogeneous Graph¶

  1. Node Classification with DeepSNAP

  2. Link Prediction with DeepSNAP

  3. Graph Classification with DeepSNAP

  4. Mini-batch Sampling with DeepSNAP

  5. Switching DeepSNAP Backend

Heterogeneous Graph¶

  1. Introduction to DeepSNAP Heterogeneous Graph

  2. Heterogeneous Node Classification with DeepSNAP

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