MAI4CAREU - Natural Language Processing - Fundamental Text Pre-Processing Created byJuliette Chalant Devlesaver|Updated31 May 2024The University of Cyprus's course on Natural Language Processing is part of the Master programmes in Artificial Intelligence 4 Careers in Europe (MAI4CAREU). One of Master's programme's courses is split up into several lectures and is taught by Demetris Paschalides from the Department of Computer Science, whose research interest is focused on the use of Natural Language Processing (NLP) and Machine Learning (ML) to address social and ethical challenges. Learning outcomes This lecture on ‘Fundamental Text Pre-Processing’ follows a first short introductory lecture into the course. The lecture looks at:Regular Expressions (RegEx) and their role in NLPWord tokenisation, word normalisation and sentence segmentation Text similarity as a key component of NLP Types of text similarity (including: morphological similarity, spelling similarity, synonyms, and semantic similarity)Minimum Edit Distance (MED) and its fundamental role in NLPThe lecture illustrates the theory with a lot of practical examples, illustrations, and interactive diagrams to offer students a comprehensive understanding of the course material. The instructor also provides a list of resources for further learning.Course outlineThe Natural Language Processing course is divided into 7 subsections: Text Pre-processingLanguage ModelingText ClassificationWord Vector RepresentationDistributed Contextual EmbeddingsApplication of NLP in:Hate-speech IdentificationFake News DetectionPolitical PolarizationIntroduction to Large Language Models Learning contentWebsite linkMAI4CAREU - Natural Language Processing - Fundamental Text Pre-ProcessingTarget audienceDigital skills in education.Digital skill levelIntermediateAdvancedGeographic scope - CountryAustriaBelgiumBulgariaCyprusRomaniaSloveniaCroatiaCzech republicDenmarkEstoniaFinlandFranceGermanyGreeceHungaryItalyIrelandMaltaLatviaLithuaniaLuxembourgNetherlandsPortugalPolandSwedenSpainSlovakiaCyprusShow moreShow less Share this page Log in to comment
MAI4CAREU - Natural Language Processing - Introduction to Natural Language Processing Learning content