Projects

Analysing Mutational Pathways of Skin in Cancerous Patients

Research Assistance, Thomas Jefferson University, Sidney Kimmel Cancer Center, Cancer Genomics and Bioinformatics Core, 2024

Pipelining sequencing data through multiple analysis software to understand the mutational pathways of non-cancerous skin samples from cancerous patients. Results add bioinformatical support to research hypothesis.

Diversity Enforcement in Ensemble Models

MSc Thesis, The University of Manchester, 2024

Using a new unified theory of ensemble diversity to enforce diversity in model training, and explore previous literature attributing ensemble success to diversity without an exact measure of this diversity.

Attributing Extremes in Weather

Research Investigation, Met Office, Informatics Lab, 2023

Correlating between open source climate indices and ERA5 weather to investigate if a climate index can explain an extreme in weather.

LSTM Architecture Variants for Named Entity Recognition (NER)

Undergraduate Final Project, The University of Manchester, 2022

Investigating LSTM variants in the NER Literature to analyze the impact on model performance. Variants include embedding methodology, conditional random fields, or LSTM hyperparameters.

Authorship Attribution Applied to Music

Natural Language Understanding Project, The University of Manchester, 2022

Using literature on successful Authorship Attribution applications to explore potential for attributing lyrics to artists and song similarity.