Summary: some of methods of part-of-speech tagging were investigated and compared.

Key words: part-of-speech tagging, Viterbi algorithm, Hidden Markov model, Maximum-entropy Markov model.

Summary: using cascade classifier with Haar features, HOG and LBP in pedestrian detection was investigated.

Key words: pattern recognition, cascade classifier, Haar features, HOG, LBP.