[ENH] Fixes Issue Improve `_check_params` method in `kmeans.py` and `kmedoids.py`

[tanishy7777]

Reference Issues/PRs

Fixes: #2681

What does this implement/fix? Explain your changes.

Adds an else statement in _check_params for both kmeans.py and kmedoids.py. Also adds build initialization documentation.

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

Any other comments?

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I have added the following labels to this PR based on the title: [ $\color{#FEF1BE}{\textsf{enhancement}}$ ]. I have added the following labels to this PR based on the changes made: [ $\color{#4011F3}{\textsf{clustering}}$ ]. Feel free to change these if they do not properly represent the PR.

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[tanishy7777]

@MatthewMiddlehurst I wasn't sure if there is any other ways to deal with this other than rebasing and force-with-lease Is this approach ok?

I did this to move my latest commit 499ba8b on top of the commit history as readthedocs and some pytest tests were failing as they were not able to find my commit in the tree.

Now the tests are passing.

I ran the following commands:

git checkout improve_check_params
git fetch origin
git rebase origin/main
git push --force-with-lease

[MatthewMiddlehurst]

I do not know, i cannot see an error any more due to the force push.

[tanishy7777]

I do not know, i cannot see an error any more due to the force push.

I was just wondering if force pushing is fine in this case? Or would that be a problem? And if there is a alternative way we could have handled this in?

[MatthewMiddlehurst]

I do not know enough about the issue or why it happens, not looked into it. See #2723

[tanishy7777]

@MatthewMiddlehurst just a gentle reminder, in case you missed this

[MatthewMiddlehurst]

what has happened with _dtw_gi.py?

[tanishy7777]

what has happened with _dtw_gi.py?

Oh I think that was an accident. WIll change it asap.