Data-Tools

Lumbar Injection Satisfaction — Data-Driven Analysis featured image

Lumbar Injection Satisfaction — Data-Driven Analysis

Data-driven study identifying which chronic low-back-pain patients benefit from lumbar steroid injections. Developed nested cross-validated ML models with SHAP interpretability on …

ORMIR-MIDS — Open Standard for Musculoskeletal Imaging Data

Open-source contribution to the ORMIR community: a specification and Python package that standardises how musculoskeletal imaging data is organised, curated and shared — a …

Biomarkers Voice Classifier App featured image

Biomarkers Voice Classifier App

Small Android demo application which classifies singing vs speaking vs silence over the last 2 seconds based on microphone sensor data.

Panoramic-based 3D Viewer featured image

Panoramic-based 3D Viewer

Web app that brings a computer-science department exhibition online — a panorama-based 3D viewer, built in an AMOS agile/Scrum team.

Reach-and-Grasp EEG Decoder featured image

Reach-and-Grasp EEG Decoder

Deep-learning pipeline to decode reach-and-grasp motor intention from EEG brain signals for brain-computer interface research at Bit Brain.

Warehouse Route Optimization with Reinforcement Learning featured image

Warehouse Route Optimization with Reinforcement Learning

Illustrative example of a Reinforcement Learning algorithm for optimal storing and pick-up routing of objects in a warehouse.

Financial Transaction Text Classifier featured image

Financial Transaction Text Classifier

Multinomial Naive Bayes text classifier that categorizes financial transactions into seven types.

ECG Annotation & Arrhythmia Classifier featured image

ECG Annotation & Arrhythmia Classifier

MATLAB GUI for ECG annotation plus an SVM classifier that retrospectively detects arrhythmia during resuscitation episodes from five discriminative ECG features. BSc thesis.