You will need enter the Training day as a holiday date. Please go to Admin > Config > Core Set up > Holidays.
At the bottom of the page, select Training from the Holiday dropdown menu and enter the start and end dates, then click 'Add Holiday'. The registers will reopen the day after the training day.
