This lecture covers the concepts of lemmatization, PoS tagging, sequence labeling, and probabilistic PoS tagging using Hidden Markov Models (HMMs). It explains the formalization, algorithms, and parameter estimation of HMMs, along with other approaches and performance evaluation in the context of Part-of-Speech (PoS) tagging.