The rank of a matrix is defined as either:

  • the maximum number of linearly independent column vectors in the matrix
  • the maximum number of linearly independent row vectors in the matrix

both definitions are equivalent

For an 𝑚✕𝑛 matrix, its maximum rank is 𝑚𝑖𝑛(𝑚,𝑛)