The document summarizes the DEEP-Hybrid-DataCloud project, which received EU Horizon 2020 funding. The project aims to develop intensive computing techniques and services for extremely large datasets using specialized hardware. It will implement pilot applications in deep learning, post-processing, and online data analysis. The consortium includes 9 academic and 1 industrial partner from 6 countries. The work is organized into work packages focused on applications, testbeds, accelerated computing, hybrid cloud solutions, and delivering services. The project held its kickoff meeting in January 2018 and outlined its work program and initial design phases.