Markov chains are systems which transition from one state to another based only upon their current state. They are used widely in various statistical domains to generate sequences based upon probabilities.

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Markov chains are mathematical systems that hop from one 'state' (a situation or set of values) to another.

Gather statistics, for a given natural language, what words come most often after a word/pair of words/triplet of words.