That looks like a recent Mac Mini. It's a little more complicated, and the answer may depend upon the particular headset. It has a line audio input, which would need an amplified microphone but wouldn't work with a normal one, and a combined audio out/mic in port, which works with an iPhone headset. I don't honestly know if a normal headset microphone would work there.
The easiest solution is a USB or bluetooth headset.