To the best of our knowledge, this study is the first of its kind to utilise RS and machine learning to classify the four major breast cancer subtypes: Luminal A, Luminal B, HER2‐enriched, and Triple Negative Breast Cancer (TNBC) at stage Ia. Here, ERBB2 is linked to breast carcinoma.