Trelawney made a prophecy and Voldemort decided Harry fit the bill, although Neville also met the criteria. Voldemort went to the Potter house to kill Harry, end his biggest rival before he could grow up, and create a horcrux from the murder of his enemy. Voldemort chose Harry.
Also these books are so fucking racist. "Cho chang". We should stop talking about them.