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Today's tutorial is about conditional random fields (CRFs), which are a more general form of hidden Markov models (HMMs). CRFs are a way to make models more complicated by adding extra features. It's important to ask why we are doing this and how it can improve our understanding of data science. The tutorial also discusses the use of a new microphone for better sound quality.