It looks like you have to unscrew the hose that feeds the sprayer head, from what looks like a brass check valve.
Then unscrew the check valve.
Then unscrew the brass hex nut that holds that brass plate up under the black rubber and the white plastic disk.
Of course, you also need to detach the supply hoses from the shutoffs.