Rewarding the Training of Employees for American Manufacturing Act of 2014 or the Rewarding the TEAM Act - Amends the Internal Revenue Code to allow manufacturing employers located in the United States a business-related tax credit for the manufacturing training expenses of their employees. Includes within the definition of "manufacturing training expenses" related course work, certification testing, and essential skill acquisition.