Does anyone know if it's possible, with a high end gpu or relatively cheap cloud provider, to use transfer learning to extend the model with in-house images? I

Does anyone know if it's possible, with a high end gpu or relatively cheap cloud provider, to use transfer learning to extend the model with in-house images? I think it would be useful to customize the output for certain genres or applications.