The £10m Inspire2Work project, backed with £6.7m from the ESF, will be led by Blaenau Gwent County Borough Council and Newport City Council.
Bydd y prosiect Ysbrydoli i Gyflawni gwerth £10m, gyda chefnogaeth gwerth £6.7m gan Gronfa Gymdeithasol Ewrop, yn cael ei arwain gan Gyngor Bwrdeistref Sirol Blaenau Gwent a Chyngor Dinas Casnewydd.