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MustafaPhotoe
Mustafa Jarrar
Full Professor
Computer Science, Birzeit University
mjarrar(a)birzeit.edu
Natural Language Processing

Applied and state-of-the-art topics in natural language processing. Language encoding, orthography, morphology, syntax, text processing, probabilistic language modeling, text classification, part-of-speech tagging, and lexical semantics, autocomplete, morphological analyses, named entity recognition, chatbots, smart search, sentiment analysis, and event discovery.

Course Outline

Vedio lecture    Encoding and Orthography
Vedio lecture    Syntax
Vedio lecture    WordNets (Slides)
Vedio lecture    TF-IDF
Vedio lecture    word2vec
Vedio lecture    Classical Sequence Modeling - RNN
Vedio lecture    Classical Sequence Modeling - LSTM
Vedio lecture    Neural Sequence Modeling – Transformers (BERT, etc.)
Vedio lecture    NLP libraries (e.g., PyTorch)
Vedio lecture    NLP Tasks (NER, WSD, event extraction, text classification, etc.)