Noise when I turn the faucet on

Any time I turn my facuets in the house on, I get a load noise. If I have my kitchen sink water in full force it goes away or if I have two faucets running I do not hear this sound. THis use to happen normally during winter time and go away when the temperature gets warmer. This year even thought it is warmer the sound keeps sound. Any tips on how to fix this would be greatly appreciated.