A novel biologically-informed hybrid membership inference attack to evaluate privacy risks in differentially private generative language models for synthetic genomic data.
A Deep Neural Network for Genetic Risk Prediction of Crohn’s Disease.
A Machine Learning model for the diagnosis of Acute Kidney Injury (AKI). Submitted as group coursework for the ‘Software Engineering for ML Systems’ postgraduate course at Imperial College London. 
Using Language Models for the prediction of Patronizing and Condescending Language (PCL). Adapted from the SemEval 2022 ‘Don’t Patronize Me!’ Task. Submitted as group coursework for the ‘Natural Language Processing’ postgraduate course at Imperial College London. 
Exploring Reinforcement Learing techniques in various environments. Submitted as courseworks for the ‘Reinforcement Learning’ postgraduate course at Imperial College London. 
Graph Super Resolution of Brain graphs using Deep Graph Neural Network. Submitted as group coursework for the ‘Deep Graph-Based Learning’ postgraduate course at Imperial College London. 
A Web-based System for FDM Employee Expenses Tracking. Submitted as group project for the ‘Software Engineering’ undergraduate course at Queen Mary University of London. 
Exploration of GNNs. Submitted as coursework for the ‘Deep Graph-Based Learning’ postgraduate course at Imperial College London. 
A DDPM model for the generaation of hot dog images. Submitted as coursework for the ‘Deep Learning’ postgraduate course at Imperial College London. 