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+---
+aliases: embedding
+display_name: Embeddings
+short_description: Embeddings are numerical representations of data that capture semantic meaning for AI applications.
+topic: embeddings
+related: artificial-intelligence, machine-learning, natural-language-processing
+wikipedia_url: https://en.wikipedia.org/wiki/Word_embedding
+---
+
+Embeddings are numerical representations of data that capture semantic meaning for AI and machine learning systems. They convert data such as text, images, or audio into numerical vectors, allowing AI systems to measure similarity, understand context, and power applications such as semantic search, recommendation systems, clustering, and Retrieval-Augmented Generation (RAG).
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