Embedding

4 items tagged with "embedding"

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Tutorials1

How to design an effective MongoDB document schema

Model data for MongoDB by choosing embedding vs referencing based on access patterns, then index and validate the result.

Glossaries3

Glossary

Embedding

An embedding is a dense numeric vector that represents the meaning of text, an image, or other data so that similar items sit close together in vector space.

Glossary

Vector Search

Vector search finds items whose embeddings are closest to a query embedding, enabling semantic retrieval by meaning rather than exact keyword match.

Glossary

Retrieval-Augmented Generation (RAG)

Retrieval-augmented generation is a technique that retrieves relevant documents at query time and supplies them to an LLM as context so its answers are grounded in external data.