Can anybody identify themselves as Muslim? or there is a mandatory conversion procedure from a religious body?

Adaab Suppose person X want to take islam. Can they just identify as Muslims and start to participate in Islamic festivals etc? or it is mandatory have a conversion from a religious body? Additional question - if the person X don't like the new way of faith, can he or she quit Islam upto a certain point of time?