Bilkent University Logo

Bilkent University

Online Academic Catalog

Undergraduate and Graduate Programs 2024-2025


EEE 486 Statistical Foundations of Natural Language Processing

Introduction to Natural Language Processing (NLP). Review of linguistic preliminaries. Review of mathematical foundations. Linguistic preprocessing: tokenization, lemmatization, Part-of-Speech (PoS) tagging, stop words. Hypothesis testing. Statistical estimators in the context of NLP. Evaluation measures. Collocations, n-gram models, word-sense disambiguation. Lexical semantics. Vector space models. Word embeddings. Hidden Markov Models (HMMs) and PoS tagging. Selective applications of NLP and relation of NLP to computational social science. Credit units: 3 ECTS Credit units: 5, Prerequisite: (MATH 241 or MATH 225 or MATH 220 or MATH 224) and (MATH 255 or MATH 230 or MATH 250).

Bilkent University Main Page

Last regenerated automatically on November 1, 2024 by OAC - Online Academic Catalog Software