Knowledge Graphs and LLMs: Fine-Tuning vs. Retrieval-Augmented Generation
Sep 11 15 mins read
Explore the pros and cons of fine-tuning versus retrieval-augmented generation (RAG) for overcoming large language model (LLM) limitations. Read more →
Vectors and Graphs: Better Together
Sep 06 12 mins read
Learn how combing vectors and graphs boosts AI’s ability to reason, helping uncover deeper insights and create smarter queries for complex data. Read more →
Hybrid Retrieval for GraphRAG Applications Using the GraphRAG Python Package
Sep 05 7 mins read
Learn how to enhance GraphRAG applications with hybrid retrieval using the Neo4j GraphRAG Package for Python, combining vector and full-text search. Read more →
Neo4j Python Driver 10x Faster With Rust
Sep 04 6 mins read
Neo4j is going GA with Rust extensions for the Neo4j Python driver. Read more →
Querying Your Neo4j Aura Database Via HTTPS (Again)
Sep 03 6 mins read
The HTTPS-based Query API is now GA for Aura and self-managed customers. Read more →
Change Data Capture and Neo4j Connector for Confluent and Apache Kafka Go GA
Aug 30 7 mins read
Announcing the general availability of Neo4j Change Data Capture (CDC) and Neo4j Connector for Confluent and Apache Kafka 5.1. Read more →
Running Neo4j on a Commodore 64
Aug 27 27 mins read
Explore running a Neo4j client on a Commodore 64, blending retro computing with modern database technology for a unique learning experience. Read more →
Introducing Concurrent Writes to Cypher Subqueries
Aug 20 8 mins read
Boost write performance in Neo4j with parallel execution of Cypher subqueries, enabling faster data processing and more efficient graph updates. Read more →
Create a Neo4j GraphRAG Workflow Using LangChain and LangGraph
Aug 16 12 mins read
Create a Neo4j GraphRAG workflow using LangChain and LangGraph, combining graph queries, vector search, and dynamic prompting for advanced RAG. Read more →
Enriching Vector Search With Graph Traversal Using the GraphRAG Python Package
Aug 16 5 mins read
Learn Neo4j GraphRAG Python package's capabilities and how to further customize and improve your applications by using the other included retrievers. Read more →
Ingesting Documents Simultaneously to Neo4j & Milvus
Aug 16 5 mins read
Learn how to simultaneously ingest data into Milvus and Neo4j for a powerful RAG agent with LangChain, optimizing vector and graph database capabilities. Read more →
Integrating Microsoft GraphRAG into Neo4j
Aug 13 16 mins read
Integrate Microsoft's GraphRAG with Neo4j, using LangChain and LlamaIndex for advanced retrieval in just a few steps. Explore detailed code examples. Read more →
Entity Linking and Relationship Extraction With Relik in LlamaIndex
Aug 12 6 mins read
Constructing knowledge graphs from text has been a fascinating area of research for quite some time. With the advent of large language models (LLMs), this field has gained more mainstream attention. However, LLMs can be quite costly. An alternative approach… Read more →
Easy Local Neo4j Cluster Setup Using k3d and K3s on Mac in 10 Minutes
Aug 09 5 mins read
Learn an easy way to set up a Neo4j cluster on your local Mac using k3d and K3s in this step-by-step walkthrough. Read more →
Build a Knowledge Graph-based Agent With Llama 3.1, NVIDIA NIM, and LangChain
Aug 08 5 mins read
Learn to use Llama 3.1 native function-calling capabilities to retrieve structured data from a knowledge graph to power your RAG applications. Read more →
Using Embeddings to Represent String Edit Distance in Neo4j
Aug 06 7 mins read
Explore how Neo4j enhances entity resolution with embeddings for string edit distances, improving accuracy and efficiency in data processing. Read more →
Graph Databases Offer a Deeper Understanding of Organizational Risk
Aug 01 3 mins read
Explore how graph databases transforms risk management in organizations, enhancing understanding and reducing redundancy. Read more →
Visualizing Graph Data With Neo4j Bloom
Jul 31 13 mins read
Explore how to visualize graph databases and interact with Neo4j Bloom using the ScoobyGraph example. Read more →
Loading Data Into Neo4j Using pyneoinstance
Jul 26 7 mins read
Learn how to use Cypher queries to upload the data straight from Python using a library called pyneoinstance. Read more →
Turning Your Tabular Data Into a Graph Using Cypher
Jul 23 8 mins read
Learn how to turn your tabular data into a graph using Cypher commands through this demonstration with Scooby-Doo dataset. Read more →
Typing the Neo4j Query API
Jul 23 8 mins read
Discover a simple way to query Neo4j through your favorite HTTP client with Neo4j Query API. Read more →
Empowering Open-Source Cyber Threat Intelligence Analysis With Graph Visualization
Jul 21 8 mins read
Learn a low-code approach to combine Neo4j Bloom graph visualization with OTX to enable powerful visual threat investigations. Read more →
Getting Started With the Neo4j GraphRAG Python Package
Jul 17 5 mins read
The Neo4j GenAI Package for Python equips you with the tools to efficiently manage retrieval and generation processes in a RAG setup. Read more →
Integrating unstructured.io with Neo4j AuraDB to Build a Document Knowledge Graph
Jul 16 7 mins read
Learn how to use unstructured.io for PDF document parsing, extracting, and ingestion into the Neo4j graph database for GenAI applications. Read more →
Creating a Graph of Chemical Reactions
Jul 12 3 mins read
Chemical reactions are represented visually as a graph. Let's explore them in the Neo4j Graph Database. Read more →
