Usage patterns
バイクに乗るto ride a motorcycle
I ride my motorcycle to work every morning.
バイクを運転するto drive/ride a motorcycle
He rides his motorcycle even on rainy days.
バイクの免許を取るto get a motorcycle license
I got my motorcycle license last year.
バイクで〈場所〉に行くto go somewhere by motorcycle
I went to the beach by motorcycle with a friend.