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All LessonsFree Lessons (3)

About the Course

Getting Started

Introduction to Graph Theory

What is a Graph?Types of Graphs How to Represent Graphs as Data Structures Graph Network Visualization Quiz: Graph Theory

Graph Embeddings

What are Graph Embeddings?Matrix Factorization-Based Approach Random Walk-Based Approach Neural Network-Based Approach Quiz: Graph Embeddings

Supervised and Unsupervised Graph ML

What's Next After Learning Embeddings?Node Classification (Supervised)Link Prediction (Supervised)Graph Classification (Supervised)Graph Clustering and Community Detection (Unsupervised)Quiz: Graph Machine Learning Tasks

Graph Neural Networks

What are Graph Neural Networks?

Neural Message Passing

Types of Graph Neural Networks

Quiz: Graph Neural Networks

Project

Link-Based Classification Using Graph Neural Networks

Knowledge Graph

What is a Knowledge Graph?Knowledge Graph Construction Importance of Knowledge Graphs and Their Issues Knowledge Graph Embeddings Quiz: Knowledge Graphs

Knowledge Graph Embeddings

Translation-Based Methods Factorization-Based Methods Neural Network-Based Methods Quiz: Knowledge Graph Embeddings

Case Study: Link Prediction on a Social Network Graph

Problem Description Approach to the Problem Coding the Solution

Case Study: Node Classification on a Biological Graph

Problem Description Approach to the Problem Coding the Solution

Appendix

Python Libraries

Introduction to Graph Machine Learning/

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Quiz: Graph Neural Networks

Quiz: Graph Neural Networks

Test your understanding of graph neural networks.

We'll cover the following...

Technical Quiz

1.

Graph neural networks have taken inspiration from which method?

A.

Recurrent neural networks

B.

Convolutional networks

C.

Attention mechanisms

D.

All of the above

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