The Spanish ‘Mathematical Strategic Network’ (‘Red Estratégica de Matemáticas’, REM) organizes a one-week workshop in 8-11 November 2021 in Valladolid, Spain, with the aim of bringing together researchers in mathematics, machine learning, and data science, to exchange ideas and progress in the construction of new bridges among these fields and make visible the work already done.