How to get visa for Hong Kong if I am a student in USA with Indian natonality?

I am citizen of India. I am in USA and studying in college and am on student X. I am planning to visit Hong Kong on 25th of June this year. Can I go straight to Chinese embassy in Chicago and apply for entry permit. Do I get it same day? Am I running late?