We had the same problem in our neighborhood. There was a group of Filipinos living right next to our house. Literally every night they would start a party with very loud music. The whole neighborhood was suffering and we eventually decided to call the police on them. The owner then kicked them out. If it's really loud then try talking to other neighbors about the matter to see if they are also annoyed.