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FIT-ZPJaAcad. year: 2023/2024
Foundations of the natural language processing, historical perspective, statistical NLP and modern era dominated by machine learning and, specifically, deep neural networks. Meaning of individual words, lexicology and lexicography, word senses and neural architectures for computing word embeddings, word sense classification and inferrence. Constituency and dependency parsing, syntactic ambiguity, neural dependency parsers. Language modeling and its applications in general architectures. Machine translation, historical perspective on the statistical approach, neural translation and evaluation scores. End-to-end models, attention mechanisms, limits of current seq2seq models. Question answering based on neural models, information extraction components, text understanding challenges, learning by reading and machine comprehension. Text classification and its modern applications, convolutional neural networks for sentence classification. Language-independent representations, non-standard texts from social networks, representing parts of words, subword models. Contextual representations and pretraining for context-dependent language modules. Transformers and self-attention for generative models. Communication agents and natural language generation. Coreference resolution and its interconnection to other text understanding components.
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Offered to foreign students
Entry knowledge
Knowledge of Python programming and fundamental elements of calculus.
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eLearning
Classification of course in study plans
branch MBI , any year of study, winter semester, compulsory-optionalbranch MPV , any year of study, winter semester, electivebranch MGM , any year of study, winter semester, elective
branch MGMe , any year of study, winter semester, elective
branch MSK , any year of study, winter semester, electivebranch MIS , any year of study, winter semester, elective
specialization MGH , any year of study, winter semester, recommended
branch MBS , any year of study, winter semester, electivebranch MIN , any year of study, winter semester, electivebranch MMM , any year of study, winter semester, elective
specialization NADE , any year of study, winter semester, electivespecialization NBIO , any year of study, winter semester, electivespecialization NGRI , any year of study, winter semester, electivespecialization NNET , any year of study, winter semester, electivespecialization NVIZ , any year of study, winter semester, electivespecialization NCPS , any year of study, winter semester, electivespecialization NSEC , any year of study, winter semester, electivespecialization NEMB do 2021/22 , any year of study, winter semester, electivespecialization NEMB , any year of study, winter semester, electivespecialization NHPC , any year of study, winter semester, electivespecialization NISD , any year of study, winter semester, electivespecialization NIDE , any year of study, winter semester, electivespecialization NISY , any year of study, winter semester, electivespecialization NISY do 2020/21 , any year of study, winter semester, electivespecialization NMAL , any year of study, winter semester, electivespecialization NMAT , any year of study, winter semester, electivespecialization NSEN , any year of study, winter semester, electivespecialization NVER , any year of study, winter semester, electivespecialization NSPE , any year of study, winter semester, compulsory
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