Why is K-means used in machine learning?

K-Means Clustering for Magic: the Gathering Decks (Unsupervised Learning in Python with Dask)

It sounds like it is about unsupervised learning with the nearest neighbor or something like that.

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https://strikingloo.github.io/k-means-clustering-magic-the-gathering

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