Add pimo tutorial advanced i (fixed)

[jpcbertoldo]

📝 Description

How to select representative samples with AUPIMO scores and how to visualize AUPIMO's bounds on heatmaps.

✨ Changes

Select what type of change your PR is:

• [ ] 🐞 Bug fix (non-breaking change which fixes an issue)
• [ ] 🔨 Refactor (non-breaking change which refactors the code base)
• [ ] 🚀 New feature (non-breaking change which adds functionality)
• [ ] 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [X] 📚 Documentation update
• [ ] 🔒 Security update

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• [x] 📋 I have summarized my changes in the CHANGELOG and followed the guidelines for my type of change (skip for minor changes, documentation updates, and test enhancements).
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[jpcbertoldo]

So i had to remove the outputs of the cells that print images because the notebook would be too big (8mb), and the 500kb size limit blocked my commit.

It's kinda shame not to have those images there cause it's like half of the notebook's message.

Is there a trick to work around this? Or is it ok to do something dirty like save to jpg and reload with an IPython display function, for example ?

[jpcbertoldo]

So i had to remove the outputs of the cells that print images because the notebook would be too big (8mb), and the 500kb size limit blocked my commit.

Update: reducing the images to 96x96 (instead of 256x256) makes the file have 1.8mb. Still above the limit but would that be ok?

[jpcbertoldo]

@ashwinvaidya17 could you check this one if you have some time? : )

it's teaching and documenting one of those use cases that disappeared in the refactor

[jpcbertoldo]

lgtm, thanks

do you have a suggestion about including the images in the notebook? would it be ok to commit a big file (<10mb) if it's in anomalib/notebooks?

[codecov[bot]]

Codecov Report

All modified and coverable lines are covered by tests :white_check_mark:

Project coverage is 80.75%. Comparing base (191e21f) to head (cc93ae6). Report is 1 commits behind head on main.

Additional details and impacted files

```diff @@ Coverage Diff @@ ## main #2336 +/- ## ========================================== - Coverage 80.76% 80.75% -0.01% ========================================== Files 254 254 Lines 11463 11463 ========================================== - Hits 9258 9257 -1 - Misses 2205 2206 +1 ```

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