We derive a conceptual bridge between technical concepts from the deep learning literature and natural metaphors for international development. We start with a rather technical review of four of the characteristic traits of deep learning technologies: representation, reuse, robustness, regularization (4Rs of deep learning). Based on the empirical evidence of 24 case studies, we derive four char…