You're thinking of Weapon Focus, which anyone can take. It's the matter of gathering the 6 feats required to be a Weapon Master which keeps classes other than fighters from pouring levels into it.
A human non-fighter can take weapon master after level 12. That is the lowest level it can be taken after, if I did my math right.