Theory of Intelligence
MATH FOR AI•Linear Algebra•Vector Spaces And Basis•4.4 Basis, Dimension & Rank

Introduction

Spans and generating sets, bases, dimension, the rank of a matrix, and full rank versus rank deficient.

Introduction

A basis is a minimal set of building blocks for a vector space: every vector can be built from it in exactly one way. The number of building blocks is the dimension. Applied to a matrix's columns, the same idea gives its rank — the single most useful number for describing a matrix.

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