💡 [REQUEST] - Update the profiler_recipe tutorial to cover new features

[albanD]

🚀 Describe the improvement or the new tutorial

The profiler tutorial at https://pytorch.org/tutorials/recipes/recipes/profiler_recipe should cover the new memory profiling capabilities like https://pytorch.org/blog/understanding-gpu-memory-1/ and/or point to the appropriate follow ups for the features supported in the profiler.

Existing tutorials on this topic

No response

Additional context

cc @aaronenyeshi @chaekit would you be able to help with this?