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portfolio

publications

Pedestrian Trajectory Prediction using BiLSTM with Spatial-Temporal Attention and Sparse Motion Fields

Published in Irish Signals and Systems Conference, 2023

Recommended citation: Khel, M., Greaney, P., McAfee, M., Moffett, S., Meehan, K. (2023) ‘Pedestrian Trajectory Prediction using BiLSTM with Spatial-Temporal Attention and Sparse Motion Fields’, Proceedings of the 34th Irish Signals and Systems Conference, Dublin, Ireland, 13-14 June, Washington D.C.: IEEE Computer Society Press. https://ieeexplore.ieee.org/document/10162063

Resume Parsing Across Multiple Job Domains Using a BERT-Based NER Model

Published in Irish Conference on Artificial Intelligence and Cognitive Science (AICS), 2023

Recommended citation: Srivastava, M., Greaney, P. (2023) ‘Resume Parsing Across Multiple Job Domains Using a BERT-Based NER Model’, Proceedings of the 31st Irish Conference on Artificial Intelligence and Cognitive Science, Letterkenny, Ireland, 7-8 December, Washington D.C.: IEEE Computer Society Press. https://ieeexplore.ieee.org/abstract/document/10470917/

talks

A Mathematical Model for Quantum Dot Cytotoxicity

Published:

Quantum dots (QDs) are a class of semiconductor nanoparticles that possess a unique set of size-tunable optical properties. The potential applications of QDs in biological and medical applications are enormous, and include high-resolution cellular imaging, cancer tumour targeting and drug delivery. However, the mechanisms for QD-cell interactions are at best partially understood, and QD cytotoxicity is an ongoing concern. In particular, it remains unclear how QD uptake by cells and subsequent cell fate are influenced by QD parameters such as size, composition, concentration, and exposure time. We present a mathematical model that describes the toxic effects of QDs on cells. The model consists of a system of ordinary differential equations describing the transition of healthy cells to an apoptotic or necrotic state induced by QD toxicity. Directions for future development of the model are also identified.

teaching

Computer Systems Programming

Postgraduate course, LYIT, Department of Computing, 2021

Introduction to object oriented programming and GUIs with Python, on the Springboard Postgraduate Diploma in Cloud Computing.

DevOps Project Management

Postgraduate course, LYIT, Department of Computing, 2021

DevOps Project Management module on the MSc and Postgraduate Diploma in DevOps.

Data Science

Undergraduate course, ATU Donegal, Department of Computing, 2022

An introductory data science module taken in the first year of the BSc Hons in Cyberpsychology.

Machine Learning

Postgraduate course, ATU Donegal, Department of Computing, 2022

A 10 ECTS module on the MSc in Data Science, covering a range of topics across supervised, unsupervised, and reinforcement learning, as well as model development and refinement techniques.

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.

Computational Mathematics

Postgraduate course, ATU Donegal, Department of Computing, 2023

10 ECTS module on the MSc in Data Science, providing a comprehensive foundation in the mathematics underpinning data science and machine learning.

Dissertation Coordination

Postgraduate couse, ATU Donegal, Department of Computing, 2023

I am the dissertations coordinator for the MSc in Data Science.

Preparatory Mathematics

Undergraduate course, ATU Donegal, Department of Computing, 2023

A 5 ECTS introductory mathematics module taken in the first year of the BSc Hons in Cyberpsychology.

Dissertation Supervision

MSc dissertations, ATU Donegal, Department of Computing, 2023

Dissertation supervision on the MSc in Data Science and MSc in Big Data Analytics & Artificial Intelligence programmes.