Installation is easy. Install all dependencies, which are just Theano and h5py (pip install theano h5py). For TensorFlow, use pip install tensorflow-gpu and make sure that CUDA and cuDNN can be found. Then just checkout the Git repository of RETURNN ( and you are ready to go.

See Basic usage for the basic usage.