Machine learning for optimizing complex site-specific management.

•A machine learning algorithm to efficiently learn optimal site-specific management.•Based on Bayesian optimization techniques.•Demonstration of leaning 864 management variables.•Only after 5 years, good site-specific management can be learned.•$40/ha higher profits with 55 kg/ha less nitrogen fertilizer than uniform management.