docs: add target modules documentation

[gsprochette]

Description

Add documentation for target modules:

• a documentation page target_modules.rst, referenced as a drop-down from SmashConfig
• change printed hyperparameters so that TargetModules are correctly shown on the algorithm page
• provide a documentation_name_with_link attribute in target modules to easily link to the doc in algorithms
• add a target modules tutorial with demonstration on quanto

Related Issue

Fixes #(issue number)

Type of Change

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested?

Building the documentation

Checklist

• My code follows the style guidelines of this project
• I have performed a self-review of my own code
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes

Additional Notes

I think an other documentation page about how to use the map_targeted_nn_roots function would have its place somewhere in the "Customize components" section, but this is left for an other PR

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[minettekaum]

Found some small fixes in the notebook but otherwise looks good :)

[sdiazlor]

"from Quanto:"

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[sdiazlor]

5.Compare the results

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[gsprochette]

I also went through all 1-5 titles and made every noun start with a capital letter, previously that was inconsistent

[sdiazlor]

LGTM! I added just some tiny comments to improve the readability :)

[sharpenb]

I left some quick comments. That is very nice. I kind of see the point of having cells outputs for tutorials since it amkes notebooks more attractive. As discussed, this can be addressed in another PR to introduce it on all tutorials :)

[sharpenb]

Can we find a more catchy name here e.g. "Compressing at Finer Granularity with Target Modules"? :)

[gsprochette]

I went with "Smashing at Finer Granularity with Target Modules", is that ok for you?

[sharpenb]

See the other comment to use a more catchy name ;) This is the technical name byt the tile should explain the value for the users :)

[gsprochette]

I went with "Selective Smashing with Target Modules"