This video for CMU CS11-737 "Multilingual Natural Language Processing" is presented by Graham Neubig. In it, we discuss advanced methods for text classification and sequence labeling, including subword models, unsupervised training, and structured prediction models. Class Site: http://demo.clab.cs.cmu.edu/11737fa20/