This course delves into essential machine learning and deep learning algorithms for healthcare applications, covering areas such as life sciences discovery, medical image analysis, biosignal processing, medical data mining, and foundational models for electronic health records. Core topics include key methodologies for algorithm design, commonly used data structures, and widely adopted algorithms tailored to diverse healthcare challenges. Additionally, the course highlights the latest advancements in this rapidly evolving field.