INF582 - Natural Language Processing

Information:

This course is in English

Part of the INF582 module in collaboration with Michalis Vazirgiannis.

Syllabus (for my part of the course):

Lexical statistics and language models (n-gram models; neural language models)
Sequence Labelling: Named Entity Recognition, Part Of Speech tagging using Hidden Markov Models and Conditional Random Fields
Knowledge and Knowledge Representation - Knowledge Graph embeddings (transE and similar methods)
Modern LLMs problems: detection of generated text, privacy issues and hallucinations

Note: All material is available on the IP Paris Moodle, this page is just for reference

D.Jurafsky and H.Martin: Speech and Language Processing (draft available on-line)
Y.Goldberg : Neural Network Methods for Natural Language Processing

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