It may sound odd because "biker" colloquially refers to a motorcyclist, but not many people would call a motorcycle a "bike" in day-to-day conversation.
Maybe "driving a bike" will get more popular as electric velocipedes continue to blur those lines.
Maybe "driving a bike" will get more popular as electric velocipedes continue to blur those lines.