Breast Cancer causes millions of deaths every year. So, about 2.3 million women were diagnosed with this disease in 2020. Among which nearly 90% of patients have no risk excluding age and sex. Usually, breast cancer is detected by doctors using X-Ray, CT and MRI. Nevertheless, the development of Artificial Intelligence (AI) gave rise to the Computer-Aided Diagnosis (CAD) systems to assist doctors in their routine work. The need for interpretable and trustworthy AI is now key aim in most fields of AI research. Therefore, the aim of this research is to classify breast cancer images using different approaches and try to interpret them automatically.