Aura Graph Analytics: A Technical Deep Dive - Graph Database & Analytics
Take a deep dive into Neo4j Aura Graph Analytics, and learn how to run PageRank, community detection, and other algorithms directly in your workflow.
Limitations of Text Embeddings in RAG Applications
Learn how to overcome them using knowledge graphs and structured tools
Cypher Sleuthing: How to Find Property Data Types in Neo4j
Learn how to find the data types of properties in Neo4j Graph Database using the Cypher query language and APOC.
Typing the Neo4j Query API
Discover a simple way to query Neo4j through your favorite HTTP client with Neo4j Query API.
GraphRAG Analysis, Part 2: Graph Creation and Retrieval vs Vector Database Retrieval - Blog | MLOps Community
GraphRAG (by way of Neo4j in this case) enhances faithfulness (a RAGAS metric most similar to precision) when compared to vector-based RAG, but does not significantly lift other RAGAS metrics related to retrieval; may not offer enough ROI to justify the hype of the accuracy benefits given the performance overhead.