Projects | Jevi Waugh

Selected Projects

I am very passionate about the projects that I make. While most of them are not uploaded here simply because I don’t have time. Please visit my github

Analysis of Gallstones

Multivariate Statistical Analysis

Analysis of Gallstones

Aug 1, 2025

Machine Learning-Based Classification of Table Tennis Swings Using Racket Kinematics

Machine Learning

Machine Learning-Based Classification of Table Tennis Swings Using Racket Kinematics

This report explores using machine learning to classify age and gender from racket kinematics during table swings, using a modified dataset from DRYAD. It compares KNN, SVM, and One-vs-Rest Logistic Regression, revealing how racket motion features influence classification performance.

May 7, 2025

Leveraging Persistent Homology for Topological Feature Extraction in Machine Learning: The PH-AML Pipeline

Machine Learning & Topological Data Analysis

Leveraging Persistent Homology for Topological Feature Extraction in Machine Learning: The PH-AML Pipeline

PHAML enhances machine learning by integrating topological features from persistent homology with traditional data inputs, capturing global structure through Vietoris–Rips filtrations. This approach improves classification accuracy and robustness compared to baseline models using only conventional features.

Apr 1, 2025

Fine-Tuning FLAN-T5 for Biomedical Lay Summarisation (BioLaySumm 2025)

Natural Language Processing

Fine-Tuning FLAN-T5 for Biomedical Lay Summarisation (BioLaySumm 2025)

FLAN-T5 fine-tuning and LoRA for biomedical lay summarisation. Full implementation on GitHub.

Jan 1, 2025