 Remote sensing data is becoming increasingly abundant, with the launch of the Sentinel satellite family providing free access to data in the temporal domain. Machine learning techniques are being used to extract critical biological and physical parameters from this data, including vegetation biomass and soil moisture. This article was authored by Iftokar Ali, Felix Grafeneder, Yelena Stamingkovic, and others.