Linear algebra null space stackexchange intuition
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Your statement "the rank R of a matrix as the minimum number of dimensions that a linear combination of its columns would have..." should be "the rank R of a matrix as the maximumnumber of dimensions that a linear combination of its columns would have...". The rank tells you the dimension of a space spanned by the columns. –
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