This article installs the drivers and programs that are needed to use NVIDIA GPUs to train models and run batch inferences. It downloads, unzips, and moves the CuDNN and TensorRT files into the CUDA directory. It also configures, builds, and runs the BlackScholes sample to test the GPU. This section joins the NVIDIA Developer Program and downloads the CuDNN library and unzips and moves the files into the CUDA directory. This section downloads the TensorRT library and unzips and moves the files into the CUDA directory and installs several required python programs. This section configures, builds, and runs the BlackScholes sample.