Abstract This review aims to explore the growing impact of machine learning and deep learning algorithms in the medical field. with a specific focus on the critical issues of explainability and interpretability associated with black-box algorithms. While machine learning algorithms are increasingly employed for medical analysis and diagnosis. their complexity underscores the importanc... https://www.muttsandscoers.shop/product-category/catnip/