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Technical

Embeddings

Definition

Dense vector representations of data (text, images, etc.) that capture semantic meaning in a numerical format.

In-Depth Explanation

Embeddings convert discrete data into continuous vector spaces where similar items are close together. Text embeddings enable semantic search, clustering, and similarity comparisons. They are fundamental to RAG systems, recommendation engines, and many modern AI applications.

Real-World Example

The sentences "The cat sat on the mat" and "A feline rested on the rug" would have similar embeddings despite different words.

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