According to reports, the man first shot his commander dead and two others at a military camp before hijacking a Humvee and starting shooting at civilians in a shopping mall in the Mueang district of the city.
The gunman was identified by police as Sergeant Major Jakapanth Thomma.
Law enforcement has advised people to avoid the area where the event took place..
Videos that emerged on social media allegedly show the shooting incident.