Large-scale machine learning, currently focused on the internet and/or social network analysis, could prove highly beneficial in the study of earth science, a broad multidisciplinary field of study that generates huge amounts of data. This comprehensive book is the first to tackle the subject of large-scale machine learning and its applications to the earth sciences. It covers significant issues in earth science and large-scale machine learning techniques with each contributing author recognized as a well-known authority in the field.