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FIT-ZPJaAcad. year: 2024/2025
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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Classification of course in study plans
specialization MGH , 0 year of study, winter semester, recommended course
specialization NGRI , 0 year of study, winter semester, electivespecialization NADE , 0 year of study, winter semester, electivespecialization NISD , 0 year of study, winter semester, electivespecialization NMAT , 0 year of study, winter semester, electivespecialization NSEC , 0 year of study, winter semester, electivespecialization NISY up to 2020/21 , 0 year of study, winter semester, electivespecialization NNET , 0 year of study, winter semester, electivespecialization NMAL , 0 year of study, winter semester, electivespecialization NCPS , 0 year of study, winter semester, electivespecialization NHPC , 0 year of study, winter semester, electivespecialization NVER , 0 year of study, winter semester, electivespecialization NIDE , 0 year of study, winter semester, electivespecialization NISY , 0 year of study, winter semester, electivespecialization NEMB , 0 year of study, winter semester, electivespecialization NSPE , 0 year of study, winter semester, compulsoryspecialization NEMB , 0 year of study, winter semester, electivespecialization NBIO , 0 year of study, winter semester, electivespecialization NSEN , 0 year of study, winter semester, electivespecialization NVIZ , 0 year of study, winter semester, elective
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