Six weeks after the fall of Baghdad , the Coalition Provisional Authority dismissed the Sunni-led Iraqi Army , and the United States military set out to rebuild Iraq 's armed forces from the ground up , training new officers and soldiers rather than calling on those who knew how to fight but had done so in the service of Saddam Hussein .