I recently connected to an Ubuntu desktop from a Mac using Microsoft’s Windows App. The connection opened successfully, but the remote window stayed completely black.

In order to get started with deep learning, you need access to GPU.
Here are some several options to get access to a free GPU.

Pytorch Code snippets