The PeRCon workshop aims at fostering the development and circulation of new ideas and research directions on pervasive and resource-constrained machine learning, bringing together practitioners and researchers working on the intersection between pervasive computing and machine learning, stimulating the cross-fertilization between the two communities. Professor Plamen Angelov will be co-chairing this workshop.