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]

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[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?

[sekyondaMeta]

@albanD Can you offer some guidance here

[albanD]

It would be better to show the timeline tool described in the blogpost you link rather than just the attribution part I think

[sekyondaMeta]

@krishnakalyan3 See the comment from albanD

[krishnakalyan3]

yes @sekyondaMeta , I will be working on this today.