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Variational-GMM-HMM #517

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Variational-GMM-HMM #517

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blckmaxima
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Builds upon #516 to begin implementing the Variational GMM-HMM

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This one needs a bit of polishing still, but will help see how the EM and Variational implementations are related.

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Re-implement GMMHMM based upon:
26c76bb 
    Watanabe, Shinji, and Jen-Tzung Chien. Bayesian Speech and Language
    Processing. Cambridge University Press, 2015.
which appears simpler than the current implementation. This will make the
VariationalGMMHMM Easier to implement later on.
@blckmaxima
Begin introducing the Variational GMM-HMM
297a3c2
@blckmaxima
bump up n_iter for test convergence
b661221
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