Machine learning algorithms for automated decision making under domain shift

Machine Learning (ML) has made significant progress in recent years, powered by the development of new algorithms, availability of data, open-source software, and ever-increasing computational resources.

However, most applications in which machine learning has been successful so far are limited to the cases where data is abundant and cheap to…