You place the ball on the penalty mark which is normally marked by a dot, and the penalty mark must be twelve yards from the midpoint of the goal line between the posts, and must be equidistant to...
Anyone, even the goalkeeper (although this is risky as play resumes if you miss a penalty kick and the last thing you need is your goalkeeper at the wrong end).