Reddit reviews Markov Decision Processes: Discrete Stochastic Dynamic Programming (Wiley Series in Probability and Statistics)
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Maybe you would be interested in an introduction to Markov Decision Processes like this.
You might also look at Approximate Dynamic Programming texts.
Other than that I agree with the recommendations you have been given.