I've learned the best way for keeping it on your mind is to completely submerge yourself in Japanese speech. For instance, if you talk to yourself in your head and say "What's that?", instead think to yourself "なんこれ?"
It's good to do this with just about everything, if you don't know how to express in Japanese what you are thinking in your head, then it should make you want to find out how to say it.