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and y4 and is attempting to discern the hidden state which is the right sequence of three urns that these four balls were pulled from. Figure 1: HMM hidden and observed states Source: https://en.wikipedia.org/wiki/Hidden_Markov_model#/media/File:HiddenMarkovModel.svg In this post, we focus on the