The famous horse race held annually at Churchill Downs is the Kentucky Derby. Known as "The Most Exciting Two Minutes in Sports," it attracts a large audience and is a key event in the horse racing calendar. The race showcases thoroughbred horses competing for prestige and a coveted trophy.