This book constitutes revised selected papers from the workshops DMLE and Io TStream, held at the 18th European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2018, in Dublin, Ireland, in September 2018. The 8 full papers presented in this volume were carefully reviewed and selected from a total of 12 submissions.The workshops included are:DMLE 2018: First Workshop on Decentralized Machine Learning at the Edge Io TStream 2018: 3rd Workshop on Io T Large Scale Machine Learning from Data Streams