The field of medicine demands transparency and the ability to describe clinical decisions. The use of deep learning and other AI models in the healthcare sector is highly beneficial but explaining the models is quite a task. There are also certain ethical considerations that AI clinical applications confront, such as privacy concerns for data used for AI model training and security concerns while the implementation of AI in the medical field.