No, at this point of time Teslas do not drive themselves. A large majority of the fleet do offer Autopilot which assists the driver but are not meant to replace the driver. Owners are expected to pay attention and be ready to take full control of the vehicle at all times.

Full Self Driving is on the roadmap but is not currently offered.