AI for Vision and NLP

Postgraduate course, ATU Donegal, Department of Computing, 2023

A 10 ECTS module on the MSc in Big Data Analytics and Artificial Intelligence.

Topics include:

  • text analytics;
  • tokenisation;
  • stemming;
  • lemmatisation;
  • latent Dirichlet allocation;
  • non-negative matrix factorisation;
  • sequence models and the Transformer architecture;
  • image feature detection;
  • object detection and tracking;
  • neural networks for vision;
  • image classification;
  • semantic segmentation;
  • generative models.