I'm no expert, I'm sure someone will come and deny somethings I say but.. Breathing in air brings oxygen into your muscles. Breathing will make your exercises easier. Holding your breathe puts a lot more physical stress on you and makes it harder to complete the workout effectively. At least I've noticed that a bit.
Inhale on bringing a bar down, exhale while pushing it up. (Bench press wize.)