Growing Lettuce That is Not Bitter?

Last summer I grew lettuces that produce very bitter tasting leaves. We are unable to eat them! I am guessing it is a result of soil preparation. I have replaced the soil and used two different beds; but alas again this summer I have the same problem.

By Marcia from Canberra, Australia