Does APR matter if I pay it off within 2 years?

I plan on getting a used mustang that’s about 20k and Im going to put 4k down and finance the rest. But , I’m a first time buyer w/o credit so i’m assuming my APR will be high. But, what if i pay extra every month towards the principal to pay it off faster so the interest doesn’t affect me to much?