It's where Infantries are trained.
Upgrading the Barracks increases training speed and allows you to train more soldiers at once.

Infantry troops are trained civilian soldiers who excel at melee combat.

 They have decent defense and are usually the backbone of each troop corps.
They are especially effective against Cavalry troops.