This article considers a setting where embedded devices are used to acquire and classify images. Because of limited computing capacity, rely on parsimonious classification model with uneven accuracy. When local is deemed inaccurate, can decide offload the image an edge server more accurate but resource-intensive model. Resource constraints, e.g., network bandwidth, however, require regulating s...