As an artificial intelligence (AI) branch, machine learning has pioneering applications in public health, ranging from disease diagnosis to epidemic prediction. Machine learning (ML) is a strategic lever to improve care services’ access, quality, and efficiency and create health systems based on learning and value. In the following, we mention only a part of ML assistance in public health.