Enhancing knowledge graphs
We looked at building a graph and GraphRAG flow in the previous section. What we have looked at is a simple graph. There are a few approaches we can follow to make knowledge graphs more effective. Let us take a look at these approaches. We will be using these approaches to enhance our knowledge graphs in the upcoming chapters:
- Ontology development: An ontology can define the structure and the content of the graph. By having the ontology persisted in the graph, we might be able to explain the data and its connectivity in a more intuitive way. This ensures that the graph follows best practices and aligns with your domain-specific needs. Ontologies also help in maintaining uniformity across different datasets and in extending the graph over time. In Chapter 5, we would be enhancing the simple movie knowledge graph we created in this chapter If you want to learn more about ontologies, you can take a look at https://neo4j.com/blog...
