Update the profiler_recipe tutorial

[krishnakalyan3]

Fixes #3112

Description

Checklist

• The issue that is being fixed is referred in the description (see above "Fixes #ISSUE_NUMBER")
• Only one issue is addressed in this pull request
• Labels from the issue that this PR is fixing are added to this pull request
• No unnecessary issues are included into this pull request.

cc @aaronenyeshi @chaekit

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/tutorials/3386

• 📄 Preview Python docs built from this PR

Note: Links to docs will display an error until the docs builds have been completed.

✅ No Failures

As of commit d41c61a with merge base 06f9c4b ():
💚 Looks good so far! There are no failures yet. 💚

This comment was automatically generated by Dr. CI and updates every 15 minutes.

[krishnakalyan3]

Hi @sekyondaMeta and @svekars ,

Hi team! I'm working on enhancing the PyTorch Profiler tutorial to better cover memory profiling capabilities. I'd like to take a two-phase approach:

Complete the coding examples

I want to focus on getting the code examples right first. Since I'm still learning the deeper aspects of the profiler, I'd really appreciate guidance on what additional coding examples should be included beyond what's currently in the tutorial.

Could you review this as a draft and let me know:
Are there any critical profiler features I should demonstrate?