I remember them by just thinking about how the pieces move. Also, do some open eyes solves with your method because then it gets into muscle memory too.
For F2L, you should look at the algs but don't try to memorize them I guess. I don't know specifically which cases you are using a lot of moves on, but if you just see how your moves compares to the algs, then you should be fine.