Embeddings convert the meaning of text into numbers (vectors). Sentences with related meaning, like “Java is a programming language” and “Java is used for software development”, get similar embeddings even though the words differ.
Embeddings are used for semantic search, recommendations, RAG, retrieval and similarity.