You should aim to take GRE and TOEFL as soon as possible as well as obtain a good score. It is not too late, but application submission would start very soon; so try to sit for GRE and TOEFL before November. Also, start researching universities, apply for transcripts and contact profs for recommendation letters.
Bookmarks