In this capsule, concepts used in machine learning will be introduced. Simple examples of everyday life will be shown and they will be linked to the field of medical image analysis, for example, for the diagnosis of breast cancer. Through these techniques, we will see how we can contribute with algorithms to the improvement of well-being in developing countries.