[DOC] Create smoothing filters notebook

[Cyril-Meyer]

Reference Issues/PRs

Fixes #2267.

What does this implement/fix? Explain your changes.

A notebook showing smoothing filters implemented for #1920.

Does your contribution introduce a new dependency? If yes, which one?

No.

Any other comments?

The notebook is very technical and show results more than explaining what is happening.

It could be improved later with :

1. Theory around TS smoothing
2. Explain more each filter
3. References
4. Explain parameters and show different results ?

The problem for point 4 is that we already almost hit the file size limit (actually I reduced dpi to make it work...)

aeon/.pre-commit-config.yaml

Line 6 in 4707d3e

- id: check-added-large-files

Also, point 2 and 4 may make the notebook heavy and hard to read.

PR checklist

For all contributions

• I've added myself to the list of contributors. Alternatively, you can use the @all-contributors bot to do this for you after the PR has been merged.
• The PR title starts with either [ENH], [MNT], [DOC], [BUG], [REF], [DEP] or [GOV] indicating whether the PR topic is related to enhancement, maintenance, documentation, bugs, refactoring, deprecation or governance.

[review-notebook-app]

Check out this pull request on 

See visual diffs & provide feedback on Jupyter Notebooks.

---

Powered by ReviewNB

[aeon-actions-bot]

Thank you for contributing to aeon

I have added the following labels to this PR based on the title: [ $\color{#F3B9F8}{\textsf{documentation}}$ ].
I have added the following labels to this PR based on the changes made: [ $\color{#45FD64}{\textsf{examples}}$ ]. Feel free to change these if they do not properly represent the PR.

The Checks tab will show the status of our automated tests. You can click on individual test runs in the tab or "Details" in the panel below to see more information if there is a failure.

If our pre-commit code quality check fails, any trivial fixes will automatically be pushed to your PR unless it is a draft.

Don't hesitate to ask questions on the aeon Slack channel if you have any.

PR CI actions

These checkboxes will add labels to enable/disable CI functionality for this PR. This may not take effect immediately, and a new commit may be required to run the new configuration.

• Run pre-commit checks for all files
• Run mypy typecheck tests
• Run all pytest tests and configurations
• Run all notebook example tests
• Run numba-disabled codecov tests
• Stop automatic pre-commit fixes (always disabled for drafts)
• Disable numba cache loading
• Push an empty commit to re-run CI checks