In this study, we have shown that a CNN trained on a primary breast tumor tissue morphology is able to learn patterns predictive of breast cancer ERBB2 gene amplification status as assessed by chromogenic in situ hybridization. This evidence concerns the gene ERBB2 and breast carcinoma.