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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 Theory

Quiz: Graph Theory

Test your understanding of graph theory.

We'll cover the following...

Technical Quiz

1.

(True or False) Indegree is a property of an undirected graph.

A.

True

B.

False

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