Harikancha, as far as I know you should complete 10+2+4 years to enter graduate level in US universities. I also came here after I finished M.Sc. from TU. Universities provide assistantship only to graduate students. My suggestion would be to do Masters there in Nepal and try for US universities. If I can be of any help to you let me know.