This study used a computer‐based methodology with two Convolutional Neural Networks (CNNs) based on InceptionResNet‐V2, applied to Whole Slide Images, to distinguish healthy from cancerous tissue and then EGFR mutated tumor tissue samples. This evidence concerns the gene EGFR and neoplasm.