Can MacBook run the CUDA library..?

I have been using a Mac pro 2011 model, on which running a deep learning models is such a impossible task due to its limited resources.

So my question is that recently I started learning deep learning and I need a powerful laptop on which I can run the deep learning models locally, so please suggest which should I buy. My preference would be to buy a MacBook pro but I got to know that many deep learning libraries uses CUDA as a background which in turn uses a Nvidia gpu but Mac doesn't have that, so can a Mac run the CUDA library even if it doesn't have a Nvidia gpu