Have you checked the battery usage history? Sometimes I get a rouge app like Facebook Messenger that eats a large portion of my battery and I have to force stop it. Apps that use location services can be pretty power hungry too.

That being said, if there's nothing suspicious in your battery usage history, it could very well be a battery defect. If that's the case, Jeremy left some pretty good suggestions to resolve it.