This book constitutes the thoroughly refereed post-proceedings of the 20th International Conference on Inductive Logic Programming, ILP 2010, held in Florence, Italy in June 2010. in logic programming for machine learning are addressed, in particular statistical learning and other probabilistic approaches to machine learning are reflected.