This workshop focuses on the AI/ML mechanism over edge networks by exploiting techniques including communication-efficient distributed AI/ML, conditional computation, and decentralized learning. We invite researchers to contribute their novel research results that advance the development of distributed AI/ML at the resource-constrained edge.