Tag: knowledge-graphs

All the articles with the tag "knowledge-graphs".

• Mapping Worlds into Graphs with Qdrant, Neo4j, RF-DETR, BLIP-2 and Kung Fu

  29 Apr, 2025

  Diving deeper into the GraphRAG rabbit hole, I explore how to transform real-world video data into knowledge graphs using RF-DETR for object detection and BLIP-2 for intelligent entity description - setting the foundation for context-aware retrieval systems.

• Down the Rabbit Hole - One step closer to Production Grade GraphRAG

  25 Mar, 2025

  After my initial experiment with GraphRAG using Qdrant, Neo4j, and Ollama, I took on a journey to build a more dynamic and context-aware system. This post dives into the details of how I constructed a dynamic ontology for NLP GraphRag.

• GraphRAG with Qdrant, Neo4j, and Ollama (Using Qwen2.5:3b and Nomic text embeddings)

  5 Mar, 2025

  I've been playing with a new approach to RAG systems - combining vector search with knowledge graphs for more contextual, relationship-aware answers. Here's what I've built, how it works, and why you might want to try it yourself.