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save/restore  #43

@tazitoo

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@tazitoo

It would be nice to save/restore a GAM object.

Future use cases for this functionality:

  1. saving previous results is a big time saver when searching for best number of clusters. Initialization for k clusters can reuse a result for k-1 and just run initialization for the last cluster.
  2. scoring - save the vector E from clustering.py to dramatically accelerate calculation of avg silhouette score.

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