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[DOC] Discussion board blog post on scalability of out-of-core single-GPU K-means #2424

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@cjnolet

@tarang-jain to plan the content, but the ultimate theme should center around showing how single-GPU k-means can scale out-of-core on a single GPU by training on a dataset that far exceeds the GPU memory.

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