Recently, when we take showers how pipes have started to hum. What could be causing this?

Usually this is caused by a loose bib washer or cup washer in the faucet, repairing the faucet and putting in new parts most of the time will stop it.

What's the brand name of your shower valve? One handle or two knobs? How old?
Back to you, Tom