This is a very simple tip that I like to do every couple of months to speed up the opening times of iPhoto.  Everytime I carry this out I notice a significant improvement.  I also do this when I upload a large number of photos like I have just done after my holiday.

Before you click on the iPhoto icon then hold down the option (alt)  and the command keys (cmd), for new mac users they look like......