Knowledge Graphs

concepts · 11 notes linked

Related: Large Language Models · Retrieval Augmented Generation · Amazon · Ontology · Neo4j · Graph Databases · Linkedin · Information Extraction

Notes

• All You Need to Know to Build a Product Knowledge Graph (KDD 2021 Tutorial) — Industry best practices for building scalable e-commerce product knowledge graphs
• Building a Knowledge Graph for Business: The Semantic Backbone of Big AI — Building enterprise knowledge graphs with ontologies and LLM integration
• Comparing Memory Systems for LLM Agents: Vector, Graph, and Event Logs — Agent memory patterns compared by latency, hit-rate, failure modes
• Does Prompt Caching Make RAG Obsolete? — Prompt caching economics vs RAG for LLM context management
• Gradient Ascent #10 — Overview of graph neural networks, knowledge graphs, and GNN problem settings
• LightPROF: A Lightweight AI Framework that Enables Small-Scale Language Models to Perform Complex Reasoning Over Knowledge Graphs (KGs) Using Structured Prompts — Lightweight Retrieve-Embed-Reason framework for small LLMs on KGs
• Meet PyGraft: An Open-Sourced Python-Based AI Tool that Generates Highly Customized, Domain-Agnostic Schemas and Knowledge Graphs — PyGraft Python tool generates synthetic domain-agnostic knowledge graphs and schemas for benchmarking
• Neo4j GraphGists - graphgists — Gallery of Neo4j graph database example use cases by industry and domain
• Odessapy2013 - Graph databases and Python — Comparison of graph database options Neo4j, ArangoDB, and PostgreSQL with Python
• Paramus.ai - Chemistry for AI — Unified computational chemistry platform exposing 1200+ tools via MCP
• msnews.github.io/assets/doc/introduction.md at master · msnews/msnews.github.io — MIND news recommendation dataset structure and collection methodology