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You're reading from  Graph Data Science with Neo4j

Product typeBook
Published inJan 2023
Reading LevelIntermediate
PublisherPackt
ISBN-139781804612743
Edition1st Edition
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Estelle Scifo
Estelle Scifo
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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.
Read more about Estelle Scifo

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Part 3 – Making Predictions on a Graph

After building a graph and learning how to characterize and visualize it, it’s time to learn about techniques to make predictions from graph data. You will start by using a well-known Python library, namely scikit-learn, and extract data from Neo4j to build a model. Then, you will learn about node embedding algorithms that are built to automatically create node features based on the graph structure. You will then use these embeddings to build node classification and link prediction pipelines, without the need for a third-party library since everything will be managed by the Graph Data Science (GDS) library.

Finally, in the last chapter, you will build a GDS extension and write your own graph algorithm that behaves in the same way as all built-in GDS procedures.

This part includes the following chapters:

  • Chapter 6, Building a Machine Learning Model with Graph Features
  • Chapter 7, Automatically Extracting Features...
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Graph Data Science with Neo4j
Published in: Jan 2023Publisher: PacktISBN-13: 9781804612743
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Author (1)

author image
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.
Read more about Estelle Scifo