The automated prediction of solar flares from SDO images using deep learning

•Space weather affects space-borne, ground-based systems, and industries.•Flares are mostly issued from active regions above visible sunspot groupings.•The CNN model depends on extracted features from the sunspots group.•An automated computer system for solar flare prediction depends on the CNN model.