I have use RFID tags before for identifiying 2000+ persons to get access to a system. These tags were quite pricey and included a photo ID.
I recommend you just buy a set from Sparkfun and play with it, to learn their "behaviour". The most important limitation (or strength:) of an RFID it the range which is rather small (<10 cm / 4 inches). You cannot adjust the radius (not true but rather difficult for a beginner.
Arduino can play simple sounds, and the more you pay for shields etc the better the sounds becomes

Your requirements. You can start with the tone library which is free.
Succes.