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Graph Data Science with Neo4j

You're reading from Graph Data Science with Neo4j

Product type Book

Published in Jan 2023

Publisher Packt

ISBN-13 9781804612743

Pages 288 pages

Edition 1st Edition

Languages

Concepts

Mobile Application Development

Author (1):

Estelle Scifo

Table of Contents (16) Chapters

Preface

1. Part 1 – Creating Graph Data in Neo4j

2. Chapter 1: Introducing and Installing Neo4j

3. Chapter 2: Importing Data into Neo4j to Build a Knowledge Graph

4. Part 2 – Exploring and Characterizing Graph Data with Neo4j

5. Chapter 3: Characterizing a Graph Dataset

6. Chapter 4: Using Graph Algorithms to Characterize a Graph Dataset

7. Chapter 5: Visualizing Graph Data

8. Part 3 – Making Predictions on a Graph

9. Chapter 6: Building a Machine Learning Model with Graph Features

10. Chapter 7: Automatically Extracting Features with Graph Embeddings for Machine Learning

11. Chapter 8: Building a GDS Pipeline for Node Classification Model Training

12. Chapter 9: Predicting Future Edges

13. Chapter 10: Writing Your Custom Graph Algorithms with the Pregel API in Java

14. Index

Why subscribe?

15. Other Books You May Enjoy

Technical requirements

To be able to reproduce the examples given in this chapter, you’ll need the following tools:

Neo4j 5.x installed on your computer (see the installation instructions in Chapter 1, Introducing and Installing Neo4j).
- The GDS plugin (version >= 2.2).
Java (OpenJDK 11). We will also use the gradle build tools.
It is advised that you use an IDE to manage dependencies and build projects in Java.

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Authors (1)

Estelle Scifo

Estelle Scifo possesses over 7 years experience as a data scientist, after receiving her PhD from the Laboratoire de lAcclrateur Linaire, Orsay (affiliated to CERN in Geneva). As a Neo4j certified professional, she uses graph databases on a daily basis and takes full advantage of its features to build efficient machine learning models out of this data. In addition, she is also a data science mentor to guide newcomers into the field. Her domain expertise and deep insight into the perspective of the beginners needs make her an excellent teacher.

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