The rise of Machine Learning and Artificial Intelligence in nearly all aspects of society stands in stark contrast with the irreproducibility of the literature and its inaccessibility to the general public. Therefore, we have developed OpenML, an online collaborative science platform for Machine Learning, available at http://openml.org. The aim of this workshop is to bring together developers and users of the platform to stimulate further development.