How to Build a Graph RAG App - Towards Data Science

Summary

The article discusses integrating Generative AI with knowledge graphs to enhance AI applications like Graph RAG, which retrieves, processes, and summarizes medical journal data. It employs technologies like RDFLib, Resource Description Framework (RDF), and graph databases, utilizing PubMed and Medical Subject Headings (MeSH) for practical implementations. The approach aims for improved AI outputs using enhanced data retrieval, emphasizing the value of semantic web tools and vector-based methods in prompt engineering. The outlined use cases and methodologies exemplify combining RDF and graphical data formats effectively.