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[Music] hey when welcome back so today were going to be talking about conditional random fields or crfs so i wanted to make this video for a while but was trying to find the right way to tell the story by the way im using this new microphone here in case the sound is different hopefully i get the settings right in a couple of videos but if theres any issues please let me know so our story actually begins by talking about hmms again or hidden markov models the reason well start the story here is because as well see a crf can be thought of as a more general form of the hidden markov model or in other words the hidden markov model is a specific instance of the crf and anytime we go from something specific such as an hmm to something more generic more general or more complicated such as the crf in data science or otherwise we should always ask the question of why are we doing this why are we making the model more complicated why are we adding extra features to it and if the reason en