Most people do count calories when they start. Some people eventually feel comfortable enough to gauge based on how they feel and if things start to go in a direction you don't want, reign it in. Other people prefer to stick with the strict control method because there's less guesswork involved.
Most people will recommend you keep close track of your intake for a while just to get a good baseline measurement.