Beyond RAG: Network Analysis through LLMs for Knowledge Extraction

End-to-end data science project using Streamlit, Upstash, and OpenAI to build better knowledge navigation and comprehension using network analysis

This article will guide you through an end-to-end data science project using several state-of-the-art tools in the AI space. This tool is called Mind Mapper because it allows you to create conceptual maps by injecting information into a knowledge base and retrieving it in a smart way.

The motivation was to go beyond the “simple” RAG …

knowledge graph llm network-analysis network-science rags