Take a morning flight (via Bangkok) from Pattaya to Koh Samui to reach in time for the evening party. Book budget airlines early for best price (~THB1500).
Attend the world-famous Full Moon Party on Haad Rin Beach featuring big crowds, multiple bars, DJs, fire shows, and an unmatched party atmosphere. Open all night.