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Machine Brief|

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  3. /Embedding
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Embedding

A dense numerical representation of data (words, images, etc.

Definition

A dense numerical representation of data (words, images, etc.) in a continuous vector space. Similar items end up close together in this space. Word embeddings capture meaning — 'king' minus 'man' plus 'woman' equals something close to 'queen.' Essential for search, recommendation, and RAG systems.

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Related Terms

Vector Database

A database optimized for storing and searching high-dimensional vectors (embeddings).

Word2Vec

One of the earliest successful word embedding models, from Google in 2013.

Semantic Search

Search that understands meaning and intent rather than just matching keywords.

Activation Function

A mathematical function applied to a neuron's output that introduces non-linearity into the network.

Adam Optimizer

An optimization algorithm that combines the best parts of two other methods — AdaGrad and RMSProp.

AGI

Artificial General Intelligence.

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