How to automate machine learning

Paolo Tamagnini, Simon Schmid, and Christian Dietz are data scientists and software engineers at Knime. Is it possible to fully automate the data science lifecycle? Is it possible to automatically build a machine learning model from a set of data? Indeed, in recent months, many tools have appeared that claim to automate all or parts of the data science process. Could you build one yourself?