🚀 Describe the improvement or the new tutorial

Compiled Autograd is a feature that was released as a prototype in PyTorch 2.4. There has been questions about it on forums, as well as issues in the main pytorch repo about its usage. We should add a tutorial to cover the basics.

Existing tutorials on this topic

None

Additional context

No response