You're reading from Graph Data Science with Neo4j Learn how to use Neo4j 5 with Graph Data Science library 2.0 and its Python driver for your project

Product type Paperback

Published in Jan 2023

Publisher Packt

ISBN-13 9781804612743

Length 288 pages

Edition 1st Edition

Languages

Python

Tools

Neo4j

Concepts

Data Science

Author (1):

Estelle Scifo

Preface

1. Part 1 – Creating Graph Data in Neo4j

2. Chapter 1: Introducing and Installing Neo4j FREE CHAPTER

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

15. Other Books You May Enjoy

I wrote a medium story explaining how to write Neo4j plugins (not with GDS, as we did in this chapter). You can find it here: https://medium.com/@st3llasia/writing-custom-procedures-for-neo4j-d20e28dc7afe.
The Pregel paper: https://dl.acm.org/doi/abs/10.1145/1807167.1807184.
The Pregel API documentation in GDS: https://neo4j.com/docs/graph-data-science/current/algorithms/pregel-api/.
The PageRank algorithm paper: http://ilpubs.stanford.edu:8090/422/1/1999-66.pdf. Here are some resources you may find useful to continue your journey with GDS, especially the topics not covered in this book since choices had to be made regarding what to cover:
- Knowledge Graphs Applied, by A. Negro, V. Kus, G. Futia, and F. Montagna (Manning): A lot of topics are covered in this book. While the chapter titles sound like research papers, each is related to a real use...

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Further reading