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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 Machine Learning Tasks

Quiz: Graph Machine Learning Tasks

Test your understanding of graph machine learning tasks.

We'll cover the following...

Technical Quiz

1.

Which one of the following is not a supervised task?

A.

Node classification

B.

Link prediction

C.

Graph classification

D.

Graph clustering

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