Normalize the columns/rows of a given matrix

A = randn(m, n);
% for columns
A = A ./ repmat(sqrt(sum(A.^2, 1)),m,1);
% for rows
A = A ./ repmat(sqrt(sum(A.^2, 2)),1,n);

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