DIANNE: a modular framework for designing, training and deploying deep neural networks on heterogeneous distributed infrastructure.

•Integration of deep learning algorithms into external systems.•Framework with support for deep learning data and model parallelism.•Custom definition of (un)supervised learning routines.•Management and scaling of deep learning applications.•Web-based interface to design, train, deploy and manage deep neural networks.