The plate that the tuning pegs sit on looks loose at the top right of the picture, just above the peg for the g string (heh heh, g string 😁 ). Try playing the g string and holding the plate in place.
If it's not that, try putting your finger on the other parts while you're playing, one at a time until the noise stops.