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one very important variant of Markov networks that is probably at this point more commonly used than other kinds and than anything thats not this type is whats called a conditional random field so conditional random field you can think of it as a something that looks very much like a mark of network but for a somewhat different purpose so lets think about what we are trying to do here this class our model is intended to deal with what we call task specific prediction that is where we have a set of input variables or observed variable X and we have a set of target variables that were trying to predict Y and classic model is intended to be designed for those cases where we always have the same types of variables as the inter variables and the same types of variables as the targets and were always trying to follow what is essentially the exact same problem or the exact same type of problem so lets think about that is lets think about two examples along the client so again going ba