Two ways
1) marry a US citizen and they can sponsor you for green card
2) Find a job and than your employer has to file for h1b visa. You need atleast a bachelors degree for that . Once you start working for your employer than they may start a green card process.
Other than that there are no other options for partners or boyfriends/girl friends category