Can I go to the boader between Canada and America, and apply visa onsite?

[sallay]

I have received my post graduation work permit, I want to apply for visa. Can I go to the border and apply it in person?

I have checked the CIC website. It looks there are two visa offices in America, New York and Los Angeles. How com there is no visa office in Buffalo?