Ridge regression ensemble of machine learning models applied to solar and wind forecasting in Brazil and Spain

•Use of four machine learning models to forecast wind and solar resources.•Implementation of ensemble learning method based on ridge regression.•Application and validation in two locations (Brazil and Spain).•Proposed method achieved significant reduction in errors compared to individual predictors.