That’s not memorizing the genders. You see the word, you know the word.

I know that the Spanish word for table is mesa. I didn’t sit there and think “the base part is mes and the a means it’s female”. The word is just mesa. And la mesa looks right because I’ve seen it. I didn’t think “it needs to be la because it’s feminine”.