[KMeans default algorithm is being set to Lloyd]

[SadeghKrmi]

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Is your feature request related to a problem? Please describe.
Notebook 09_unsupervised_learning.ipynb section "Accelerated K-Means"

For Elkan's variant of K-Means, use algorithm="elkan". For regular KMeans, use algorithm="full". The default is "auto", which uses the full algorithm since Scikit-Learn 1.1 (it used Elkan's algorithm before that).

Describe the solution you'd like
change default algorithm to "LIoyd", reference to scikit-learn/scikit-learn@bacc91c

Describe alternatives you've considered
change default algorithm to "LIoyd", reference to scikit-learn/scikit-learn@bacc91c

Additional context
change default algorithm to "LIoyd", reference to scikit-learn/scikit-learn@bacc91c