The technique depends on whether the compressor has been used or not. If there is oil in the motor, try not to tilt the compressor too far down as this causes the oil to leak out and increases the amount of maintenance it needs. If you have a brand new, unused compressor, you can lay it down flat without concern.
Make sure you allow the weight to rest evenly and never try and lift it by yourself for fear of causing back strain.