Haven’t updated w4 to married

My husband and I got married in October of last year. We still don’t have kids and we still have the same one full time job. We both forgot to change our W4 at work and we’ve been putting it off since the calculator looks too complicated to use. How would this affect our taxes? Would we have to pay a penalty for not changing it to married?