Do I need to learn Arabic to become a practicing Muslim?

I am an American who recently converted. But I only know English and I have a Qur'an that is English only. I have memorized most of the everyday sayings in Arabic. But I was wondering if I have to learn Arabic to be perceived as a true Muslim to Allah, instead of a hypocrite. Should I just memorize enough Arabic to learn the Qur'an or can I still pray and read the Qur'an in English and that be okay?