Yes, you can apply.
But usually they never pay attention on roster that you can fly tohether.
Btw, if you have some experience with monitoring, coaching, supervising etc., it is better for you to apply as a cabin crew recruiter (but I am not sure are they taking people just like that for recruiter position).
But you have the right to live with your husband in Doha I assume since you are familly.