Deep Learning for Graph

This site is dedicated to the simplest video tutorials on Deep Learning for Graph. I have used my knowledge and experience to prepare these tutorials. All feedback and suggestions are welcome (email me at nirajrkumar@gmail.com or nirajrkumar@yahoo.com).

As, scientific development is an endless process, so I will keep updating it. Clicking on the link will drive you to the YouTube page for related content. Or You can use the link: https://www.youtube.com/c/DrNirajRKumar

1. Graph Neural Networks.

Content:

• Part-1
• Why Graph Neural Networks??
• Limitations of Traditional Deep Neural Network Architectures.
• Part-2
• Basic Architecture of Graph Neural Networks.
• Neighborhood Aggregation.
• Uses of Graph Neural Networks.

Video Link:

• Graph Neural Network - Part-1 (Direct Link: https://www.youtube.com/watch?v=7jp-Wbh7xI8&t=357s )

• Graph Neural Network – Part-2 (Direct Link: https://www.youtube.com/watch?v=kCPYfy0VzAM&t=201s)

2. Static Vs Dynamic Graph Neural Networks.

Content:

• Deep Learning using Static Graph
• Graph Neural Network (GNN) Vs Graph Convolutional Neural Networks (GCN)
• What is Dynamic Graph?

Video Link:

• Static Vs Dynamic Graph Neural Networks (Direct Link: https://www.youtube.com/watch?v=4g_6zqT4oDs&t=36s)

3. Graph Attention Networks, Multi-Head Attention.

Content:

• Graph Attention Networks
• Multi-Head Attention in Graph Networks.
• Easy Step-by-Step Explanation

Video Link:

• Graph Attention Networks, Multi-Head Attention (Direct Link: https://www.youtube.com/watch?v=0aT_kTUX-JY&t=62s)

4. Dynamic Graph Neural Networks.

Content:

• Part-1
• Transition from Static to Dynamic Graph Neural Networks.
• Dynamic Graph Neural Network
• Temporal Graph Networks.
• Deep Learning for Dynamic Temporal Graph Networks
• Part-2.
• Deep Learning for Dynamic Temporal Graph Networks.
• Temporal Graph Embeddings.
• Temporal Graph Attention.

Video Link:

• Dynamic Graph Neural Networks Part-1 (Direct Link: https://www.youtube.com/watch?v=Xme5Fr7ylvo&t=84s)

• Dynamic Graph Neural Networks Part-2. (Direct Link: https://www.youtube.com/watch?v=D0JQA9A_vn0&t=59s)