[DOC] Discussion board `blog` about scalability of multi-GPU out-of-core K-means (single node)

[cjnolet]

@viclafargue to plan content but theme should be around demonstrating training single node multi-gpu K-means at extreme scale when the training data doesn't fit into the memory of the GPUs.