The building is part of a £70m project to revitalise the area.
The Auckland Castle Trust has been given £1million to fund up to 28 apprentices in the new Walled Garden over the next three years.
A disused building is to be transformed into a gallery celebrating the region's industrial past, which is "rapidly disappearing from memory"