Yes, you need to register any vehicle you own at the DMV.
What do I need to  bring to get it registered?
Complete the DMV's Document Guide to make sure you bring everything you need.
I'd also like to learn more about the passenger class plates. What if I have a modified pick-up that weighs less than 5 pounds empty?