This project introduces how to install CUDA 7.5 Toolkit and Theano in CenOS 7. Require an existing Linux distribution CentOS 7 and NVIDIA Graphics Card hardware that supports the GPU Acceleration. The available network is also necessary during the installation. Most of the guide instructions are in the .pdf file. Just follow the steps given in it. By Xue Shengke.