Knowledge Graphs (Overview)

Summary

Structured representations of entities and their relationships — an alternative or complement to vector search for queries that need explicit relational reasoning.

How to Learn This

1Read how GraphRAG combines knowledge graphs with vector retrieval.
2Understand when relational queries (multi-hop reasoning) beat plain vector similarity.
3Explore a simple knowledge graph tool at an overview level, without building a production one.

Evaluating RAG Pipelines

RAG-based Q&A Chatbot

More topics in Retrieval-Augmented Generation & Vector Databases

Embeddings & Semantic Search Vector Databases (Pinecone, Chroma, Weaviate, FAISS)Chunking Strategies RAG Architecture Hybrid Search (Keyword + Vector)Reranking Context Window Management Evaluating RAG Pipelines

Stuck on this topic? Ask an Insider

Get 1:1 guidance from people who've walked this exact path — free on the InsideEdge app.

Download