Installing CUDA on a Debian system enables you to use the parallel processing power of NVIDIA graphics cards, and that boost can cut the time needed to finish heavy calculations. Once the CUDA toolkit is running, developers have the tools they need to fine-tune their code for NVIDIA’s chip architecture. In this way, programs run