Mathematics for ML

Vector, explained

A vector is an ordered list of numbers that can represent a point, direction, feature set, or embedding.
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Part of the Semantic Notion technical glossary.

Short Definition

A vector is an ordered list of numbers that can represent a point, direction, feature set, or embedding.

Intuition

Vectors give models a numerical way to place objects in a space and compare them.

Technical Definition

A vector is an element of a vector space, often represented in ML as a one-dimensional array of numeric components.

Example

A document embedding is a vector whose coordinates encode learned semantic features.

Common Misunderstandings

Vector dimensions are not always directly interpretable.
Vectors only become meaningful through the space and metric used with them.

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