This document provides instructions for setting up a deep learning environment on Ubuntu 16.04 including installing the Ubuntu OS, NVIDIA drivers, Docker, and nvidia-docker. Key steps include downloading the NVIDIA CUDA driver from NVIDIA's website, using dpkg and apt to install the driver which will remove the old NVIDIA driver and install a newer version. Docker and nvidia-docker are also installed to enable containerization of deep learning environments like TensorFlow.