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Definition: The rank of a matrix is the number of nonzero rows in its row echelon form. Also, the rank of a matrix A is the dimension of its row and column spaces and is denoted by rank(A).
Source: Linear Algebra: A Modern Introduction, 3rd edition by David Poole (note-custom edition titled Matrix Algebra)