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Note that the independent columns of the reduced row echelon form are precisely the columns with [[Pivot element|pivots]]. This makes it possible to determine which columns are linearly independent by reducing only to [[row echelon form|echelon form]].
The above algorithm can be used in general to find the dependence relations between any set of vectors, and to pick out a basis from any spanning set.
To find the basis in a practical setting (e.g., for large matrices), the [[singular-value decomposition]] is typically used.
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