When you want to change players, just click on the name of the player that you want to switch to. Once you change players, you'll be back on the menu screen with the player's name displayed. It's important that you click Play before you do anything else, such as change game speed, or you could have problems.

Just be careful that you don't hit that big, tempting Delete button or the game will be instantly gone.