Workshop motivation and goals The use of Machine Learning (ML) technologies is becoming prevalent in an ever-growing number of applications in Earth System Observation and Prediction (ESOP). Additionally, the scale, complexity and sophistication of the ML technologies applied in ESOP has also increased considerably over the last few years, reflecting the growing uptake of ML ideas in the ESOP communities and benefiting from increased interest of ML domain scientists and of large commercial...