GraphAcademy

Neo4j and Generative AI Workshop

Generative AI

Knowledge Graph Construction

Retrieval

Agents

Create your own knowledge graph

Overview

In this optional challenge, you will apply what you have learned to create your own knowledge graph.

You should:

  1. Find a data set of documents that you want to create a knowledge graph from. This could be a collection of PDFs, text files, or any other text-based documents.

    Try searching kaggle for open PDF datasets, for example the Resume Dataset.

  2. Use the SimpleKGPipeline to load the documents, split the text into chunks, extract entities, and create the knowledge graph in Neo4j.

  3. Load any associated structured data if available to enrich the knowledge graph.

  4. Query the knowledge graph to explore the data and extract insights.

You can come back to this challenge at any time.

Lesson Summary

In this lesson, you applied what you had learned to create your own knowledge graph.

In the next module, you will create retrievers to query the knowledge graph.

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