In this study, we developed an efficient deep learning algorithm with low computing cost intended to assist cytologists or pathologists in three essential clinical applications, including breast cancer diagnosis and detection of HER2 amplification on FISH and DISH slides for HER2 target therapy. The gene discussed is ERBB2; the disease is breast cancer.