Node Classification on Knowledge Graphs using PyTorch Geometric
In this video I use PyTorch Geometric to build a simple Graph Neural Network to perform Node Classification on the Cora citation network.
▬▬ Code ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Colab Notebook: https://colab.research.google.com/drive/1LJir3T6M6Omc2Vn2GV2cDW_GV2YfI53_?usp=sharing
▬▬ Sources ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Images:
https://wiki.tum.de/display/dlma/Exploiting+Edge+Features+in+Graph+Neural+Networks
Websites:
https://paperswithcode.com/sota/node-classification-on-cora
▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:43 Colab Notebook
01:40 Dataset theory
07:17 Dataset investigation
11:09 GNN Model
13:04 Training
15:03 Predictions
16:01 Embedding Visualization with TSNE
▬▬ Support me if you like 🌟
►Link to this channel: https://bit.ly/3zEqL1W
►Support me on Patreon: https://bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl
Видео Node Classification on Knowledge Graphs using PyTorch Geometric канала DeepFindr
▬▬ Code ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Colab Notebook: https://colab.research.google.com/drive/1LJir3T6M6Omc2Vn2GV2cDW_GV2YfI53_?usp=sharing
▬▬ Sources ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Images:
https://wiki.tum.de/display/dlma/Exploiting+Edge+Features+in+Graph+Neural+Networks
Websites:
https://paperswithcode.com/sota/node-classification-on-cora
▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:43 Colab Notebook
01:40 Dataset theory
07:17 Dataset investigation
11:09 GNN Model
13:04 Training
15:03 Predictions
16:01 Embedding Visualization with TSNE
▬▬ Support me if you like 🌟
►Link to this channel: https://bit.ly/3zEqL1W
►Support me on Patreon: https://bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl
Видео Node Classification on Knowledge Graphs using PyTorch Geometric канала DeepFindr
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