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In this nature, we carry on to show that Bayes's theorem also suggests a straightforward recurrence relation; this results in a Bayesian recurrent product with a prescribed feedback formulation. We show that introduction of a context indicator leads to a variable feedback this is certainly similar to the forget apparatus in old-fashioned recurrent units. The same strategy leads to a probabilistic input gate. The Bayesian formula leads normally to the two pass algorithm regarding the Kalm