In the current study, we explored whether a CNN weakly supervised by tumor ERBB2 gene amplification status as determined by chromogenic in situ hybridization (CISH) and trained with standard hematoxylin and eosin (H&E) stained tissues samples, can predict breast cancer ERBB2 status. Here, ERBB2 is linked to breast cancer.