MAI4CAREU - Natural Language Processing - Vector Semantics

The 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 looks at:
Types of Word Semantic Relations:
Synonymity
Antonymy
Similarity
Relatedness
Superordinate / Subordinate
Sentiment
Resources and Semantic Dictionaries e.g. ConceptNet
Issues with Discrete Representations
Course outline
The Natural Language Processing course is divided into 7 subsections:
Text Pre-processing
Language Modeling
Text Classification
Word Vector Representation
Distributed Contextual Embeddings
Application of NLP in:
Hate-speech Identification
Fake News Detection
Political Polarization
Introduction to Large Language Models