The Holiday Inn Southampton West on the roundabout off J1 of the M271 might be cheaper. It's 2 mins drive from the Nursing Training Centre.
Edit:
Just looked it up - £75 for the night of the 21st May, so might actually be cheaper to stay a bit further afield and get the taxi instead.