[DOC] Anomaly Detection Overview Notebook

[itsdivya1309]

Reference Issues/PRs

Closes #1960

What does this implement/fix? Explain your changes.

A getting started notebook for the Anomaly Detection module.

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

None

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[MatthewMiddlehurst]

Not had a look but happy to give some feedback if requested. We have some content from our ECML tutorial which may be useful https://github.com/aeon-toolkit/aeon-tutorials/blob/main/ECML-2024/Notebooks/part6_anomaly_detection.ipynb. Fine to take stuff directly from this as long as its generalised.

[itsdivya1309]

Not had a look but happy to give some feedback if requested. We have some content from our ECML tutorial which may be useful https://github.com/aeon-toolkit/aeon-tutorials/blob/main/ECML-2024/Notebooks/part6_anomaly_detection.ipynb. Fine to take stuff directly from this as long as its generalised.

The ECML tutorial is very well structured and covers almost everything we have in the module. What I want to have is a short generic intro to the module, and we could cover the different types of detectors in other notebooks as we have for transformers. But we can have a comprehensive notebook now and then split up the content later.

[SebastianSchmidl]

The :py:mod:-stuff does not work in notebooks because it is special to Sphinx/rst.

[SebastianSchmidl]

I'm fine with having a brief introductory notebook and then adding more detailed notebooks for the detectors later 👍🏼