Johnny,

                     Yes you need to apply for a visa to go to canada since you are on F1. You can sent your application to canadian embassy or consulate or you can walk in either way. Also make sure you get an appointment with US embassy in Toronto. They are usually backed for atleast a month or two. Good Luck