quence of transfer learning steps and a convolutional neu-ral network model. The idea is to leverage available datasetssuch as ImageNet to extract features and high-level repre-sentations that are useful for the task of interest, i.e., ex-tracting socioeconomic data for poverty mapping. Similarstrategies have proven quite successful in the past. For ex-ample, image features from the Overfeat network trained