Soil moisture forecast for smart irrigation: The primetime for machine learning

•IoT and machine learning promote soil moisture forecast for smart irrigation.•Our approach is fully data-driven and independent of domain-knowledge features.•Results come from twelve fields on four farms, from eight crop types in four years.•Boosting outperforms neural networks, and blended models improve performance.•Poor data quality is a challenge for machine learning soil moisture forecast.