TensorFlow is a widely used open-source platform for machine learning, especially deep learning. It provides a comprehensive set of functionalities to develop and deploy machine learning-based applications. This roadmap provides information on running TensorFlow based applications, in particular on high-performance computing systems supported by XSEDE. Hover over a topic to get a brief description of the content. (Target audience: XSEDE users)