Diving programs have been designed in a way that teaches you all you need to know within just a few days, and in a way that is easy to remember. There is always more to learn about scuba diving, but getting the basics is fairly easy, and lots of fun!
Once you have practiced using the equipment and learned to control your buoyancy etc., you will find that scuba diving becomes second nature and does not require too much thought.