The attack took place as the recruits were headed to the Kurdish-administered northern region for training.
The area around Ba'qubah, 65 kilometers northeast of Baghdad, is a hotbed of insurgent activity.
Insurgents stormed a police checkpoint with rocket-propelled grenades and mortars near Ba'qubah a week ago, killing five policemen and wounding four.
(Reuters, AFP)