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I have just discovered what is a HMM and I think it has pretty good predictive power and I thought whether they can be used in any specific branch of physics.

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Yes, for weather forecasting, see https://towardsdatascience.com/predicting-the-weather-with-markov-chains-a34735f0c4df

Ben
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