Amit Sidesamitsides.hashnode.dev·Nov 13, 2024AI & Cyber Security: Exploiting Insights from High-Dimensional Vectors SpacesIntroduction ( Quick note on Article focus: not on the HOW vector embeddings are generated but the WHAT capabilities of these representations per se in cybersecurity) Many modern machine learning and deep learning algorithms, such as neural networks,...Discuss#cybersecurity
Stephen Collinssteve555.hashnode.dev·Oct 5, 2024FeaturedHow to Build Lightweight GraphRAG with SQLiteIn this tutorial, I’ll walk through an example implementation of a lightweight GraphRAG (Graph Retrieval-Augmented Generation) system using SQLite instead of Neo4j (which is what I used in the previous article). This setup offers a portable, serverle...Discuss·27 likes·223 readsSQLite
Stephen Collinssteve555.hashnode.dev·Sep 9, 2024FeaturedHow to Scale GraphRAG with Neo4j for Efficient Document QueryingNote: 9/12/24 - This update replaces the code examples that use EOL (end of life) py2neo package with the official neo4j Python driver. In this tutorial, I will walk through the example implementation of an architecture for a scalable GraphRAG system...Discuss·23 likes·98 readsgraphrag
Stephen Collinssteve555.hashnode.dev·May 17, 2024Implementing GraphRAG for Query-Focused SummarizationIn this tutorial, I'll explore the implementation of the GraphRAG (Graph-based Retrieval-Augmented Generation) approach to query-focused summarization, as described in the research paper "From Local to Global: A GraphRAG Approach to Query-Focused Sum...Discussgraphrag
