Since I am brazilian, living in the US, and now I know I need a Visa to go to Canada, even if I depart from the US, is there any chances to apply for a Visa to Canada in the US? How can I do that? Thank you... :)

See this website for details: http://www.cic.gc.ca/english/visit/index.html