Abstract In the last decades, on one hand, Deep Learning (DL) has become state of art in several domains, e.g., image classification, object detection, and natural language processing. On other pervasive technologies—Internet Things (IoT) units, embedded systems, Micro-Controller Units (MCUs)—ask for intelligent processing mechanisms as close possible to data generation. Nevertheless, memory, c...