The importance of artificial intelligence (AI) is increasing worldwide. Its potential is also becoming increasingly evident in terms of challenges in the healthcare sector. Therefore, it is extremely important to address the lack of digital skills in this field by training qualified healthcare professionals in the field of AI and computer scientists in the field of healthcare. With the xAIM project, we aim to address this problem by creating a new, online master’s program focused on the application of explainable artificial intelligence in healthcare.