The University-run Edgbaston Park Hotel and Conference Centre (map) is the venue for the dinner and can also be booked for overnight accommodation via https://www.edgbastonparkhotel.com .
Birmingham city centre is a short train, bus or taxi ride away and offers many more accommodation options.