Grokking the AI System Design Interview
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Embeddings and Vector Databases
Know the Vocabulary
This lesson uses the terms below many times. Read them once now, and come back here when a later section needs one.
- Chunk: A focused passage cut from a document, usually a few hundred words or fewer. It is the unit that retrieval works with.
- Retrieval: Finding the chunks that best match a question, so that a later step can use them.
- Vector: A list of numbers, such as (0.12, 0.80, 0.05).
- Embedding: A vector that encodes the meaning of a piece of text. Texts with similar meanings get similar vectors.
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