This article discusses the combination of fuzzy logic and deep learning in the field of machine learning. It highlights the benefits of using both theories together and provides examples of their applications in various fields such as e-commerce and medical diagnoses. The article also introduces a special issue focused on the integration of fuzzy and deep learning techniques for medical applications.