You have no basis to just become permanent residents because you are students.  You have to be petitioned for permanent residence, either by a US employer on the basis of a valid fulltime offer of employment or a by a qualifying family relative.  Your son born in the US is such a relative; however, your child has to reach the age of 21 before he can petition for your permanent residence.