Fortunately, unlike with the AMD GPUs, using one of the cheaper NVIDIA GPUs is sufficient for learning CUDA, because CUDA works similarly on all models.

An expensive NVIDIA GPU is required only if your purpose is not just to learn, but to actually do useful graphics or ML/AI work.