Loud, aggressive fights between neighbors should not be ignored. Politely encourage them to resolve differences calmly, or offer to mediate if you have a trusting relationship. Advise involving the police if physical violence seems likely. Report domestic violence or register a noise complaint to authorities if local ordinances are violated.
Read also: How to Deal with Bad Neighbors Peacefully and Effectively