Embeddings

Embeddings are a numerical representation of text, an image, or another object in the form of a vector (a sequence of numbers) that captures its meaning so that semantically similar concepts are close to one another in this mathematical space. Thanks to embeddings, a computer can compare the “meaning” of two texts even when they do not share the same words, which is the basis for semantic search, recommendation systems, and the RAG technique.