Both. American English - favorite, color British English - favourite, colour

Both are correct! But stay consistent. Favourite colour = correct Favorite color = correct BUT Favourite color / Favorite colour = completely wrong. Don't mix them.

The first variant is America English and the second one is British English. They are all correct.