The NVIDIA CUDA Toolkit is a platform to perform parallel computing tasks using NVIDIA GPUs. By installing the CUDA Toolkit on Ubuntu, machine learning programs can leverage the GPU to parallelize and speed up tensor operations. This acceleration significantly boosts the development and deployment of modern ML/AI applications such as Stable Diffusion and Large Language Models (LLMs). CUDA consists of two APIs tools, the [CUDA driver API](https://docs.nvidia.com/cuda/cuda-driver-api/index.html), ......