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As an alternative method for kmeans clustering, the idea of having kmedoids method would be great
The BanditPAM algorithm based on Multi-Armed Bandits is a good candidate, this official C++ implementation with python bindings looks great. https://github.com/motiwari/BanditPAM
migrate this to cuda could be worth it