If you want to avoid crowds, it is recommended to join a speedboat tour which have a limit of 12 guests + 2 crew members per vessel, or an even more private experience on a sailboat tour which accepts up to 8 guests. However, some locations visited might still be crowded, such as the very popular Blue Cave which receives thousands of visitors each day (bear in mind that the cave is very small, only about 50m2).