Validation of a model generated by automated deep learning system
I would suggest Option E: Efron-Gong "optimism" bootstrap. It is similar to Cross-validation in spirit, but requires orders of magnitude less repetitions as CV and it exploits the whole dataset. The procedure is described in section 6 of this reference.