Self improvement is not something you learn, it's a change in how you live. Something you learn can be forgotten, self improvement is something you live, something that will change you for the rest of your life.
Start seeing yourself as a better being and hold yourself to your new standards instead of "remembering to do this new thing".

Every evening write in a journal about something that happened during the day that you could have done better.