I hope you know the difference between a President and a Prime Minister. 

Vice President is someone who can play the role of a President when he is momentarily absent for some reason. For instance, in the USA, a president has to submit his resignation to the Vice President, a vice president is in charge when the President is on a vacation.

Deputy Prime Minister is someone who can play the role of a Prime Minister when he is momentarily absent for some reason.