On console I play GT, GT3, NFS:Hot Pursuit, NFSU.
At the arcades I play Initial D and Daytona USA (still)

I really like Initial D. It's way different from any other arcade racer you'll play because of the huge amount of control required.
I like Daytona because Advanced is an easy ass course to pwn people on.