In the healthcare sector, the integration of machine learning (ML) technologies offers significant potential to improve clinical decision-making and the quality of patient care. However, the complexity of ML models and the need for in-depth technical knowledge pose significant barriers to their widespread use by healthcare professionals. This research project aims to improve access to advanced ML technologies by developing intuitive, user-friendly interfaces that enable clinical experts to incorporate their domain-specific knowledge into ML applications without the need for extensive training in machine learning.