INF582 - Natural Language Processing
INF582 - Natural Language Processing
Computer Science M1 programme (PA-info)
Computer Science M1 programme (PA-info)
École Polytechnique
École Polytechnique
Information:
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
Introduction to Statistical Parsing, elements of Machine Translation
Semantics - Knowledge Bases, Relation Extraction, Knowledge Graph embeddings (transE and similar methods)
Moodle:
Moodle:
https://moodle.polytechnique.fr/course/view.php?id=7317 (2019-2020)
https://moodle.polytechnique.fr/course/view.php?id=9353 (2020-2021)
Additional Material:
Additional Material:
Books
Books
D.Jurafsky and H.Martin: Speech and Language Processing (draft available on-line)
(page in construction)