The core idea behind TensorFlow is the dataflow(with mutable state) representation of the Deep Networks, which they claim to subsume existing work on parameter servers, and offers a uniform programming model that allows users to harness large-scale heterogeneous systems, both for production tasks and for experimenting with new approaches.