The Follow shot is fairly self-explanatory. It simply means that the camera follows the subject ot action. The following distance is usually kept more or less constant.
The movement can be achieved by dollying or tracking, although in many cases a Steadicam is the most practical option. Hand-held follow-shots are quite achievable in many situations but are not generally suited to feature film cinematography.