Noise from the engine on 2005 Kia Spectra5

I get this noise like some air is leaking(like a water pump or something) when the engine is running. Also the sound reduces after a 3-4 miles of driving. There is also a noise when i put my car in reverse gear.
this didn't happen when I brought the car.

Asked by for the 2005 Kia Spectra5