Handling Text: Document Retrieval, Classification, Sentiment AnalysisExplores document retrieval, classification, sentiment analysis, TF-IDF matrices, nearest-neighbor methods, matrix factorization, regularization, LDA, contextualized word vectors, and BERT.
Modern NLP: IntroductionBy Antoine Bosselut introduces Natural Language Processing and its challenges, advancements in neural models, and course goals.
Neural Word EmbeddingsIntroduces neural word embeddings and dense vector representations for natural language processing.
Coreference ResolutionDelves into coreference resolution, discussing challenges, advancements, and evaluation methods.