Notebook: GLM-hierarchical updates (styling, fixing links, etc)

[reshamas]

Description

• Towards #394 (Reshama's issue list)
• Towards #80 (didn't really solve any of these issues)
• Towards #421 (reran the notebook)
• Towards #165 (fixed some broken links)
• Does not address #216 (missing images not added, don't know where to find them)

References

• References pymc-devs/pymc #5460 (Update example gallery style and formatting)

• References Project Board: https://github.com/pymc-devs/pymc-examples/projects/1

• [x] Notebook follows style guide https://docs.pymc.io/en/latest/contributing/jupyter_style.html

• [x] PR description contains a link to the relevant issue: a tracker one for existing notebooks or a proposal one for new notebooks

• [x] Check the notebook is not excluded from any pre-commit check: https://github.com/pymc-devs/pymc-examples/blob/main/.pre-commit-config.yaml

Notes for the Reviewer

• Check that the notebook tags are appropriate
• 3 screenshots are missing, and I wasn't sure where to find them.
• This text refers to Chris F's multilevel notebook. However, it does not seem a good practice to refer to a cell number in another notebook, as it could easily change:

  Critically, many effects that look quite large and significant in the non-hiearchical model actually turn out to be much smaller when we take the group distribution into account (this point can also well be seen in plot In[12] in Chris Fonnesbeck's notebook {ref}multilevel_modeling. Shrinkage can thus be viewed as a form of smart regularization that helps reduce false-positives!

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[twiecki]

Thanks @reshamas!