Preferred Networks aims to transform the entire landscape of IoT using Deep Learning technologies, applying this technology to applications of significant industrial importance. PFN conducts research and development and commercialization centered on omics analysis, medical image analysis, and compound analysis. PFN advocates the use of Edge Heavy Computing to handle the enormous amounts of data generated by devices in a distributed and collaborative manner at the edge of the network, driving innovation in various fields, with a focus on three business areas: transportation, manufacturing, and bio/healthcare.