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Hidden Markov Models are used for modelling systems that are assumed to be Markov processes with hidden (i.e. unobserved) states.

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Hidden Markov Model Semantics

I think you should use the word tuned. When you train a model on some data, you are basically tuning the parameters to that data. You can also used the word trained, as in trained on a particular data …
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