Projects | Academic

Machine Learning Workbooks

Fri, 06 May 2022 00:00:00 +0000

Automatic Detection of Epileptiform Discharges in Extra-cranial Electroencephalography

Wed, 27 Apr 2016 00:00:00 +0000

Aims

Create a new clinical dataset with improved ecological validity.
Research the application of machine learning models (classical, ensemble, and deep learning) for seizure detection.
Use Bayesian optimization for pipeline components and hyperparameters.

Additional Funding

$5,000 Google Cloud Platform Research Credits Program

Contribution

Named grant holder; Data acquisition (NHS Trusts); Data cleaning; Class labelling; Feature engineering; Model design, training, and evaluation; Reporting outcomes.

Technologies Used

High Performance Computing Cluster; Google Cloud

Development of a Portable Bio-sensing Platform for Medical Research

Wed, 27 Apr 2016 00:00:00 +0000

Aims

Develop an open-source bio-potential platform paired with a smartphone application.
Evaluate the platform in NHS trusts as part of a clinical medical device trial focusing on performance testing.

Additional Funding

£8,000 MRC Proximity to Discovery: Industry Engagement Fund
£4997 Faculty of Science and Technology’s Research Impact Fund
£2800 EPSRC Vacation Bursary Scheme
NIHR Clinical Research Network Portfolio

Contribution

Named grant holder; Clinical study design and management; Hardware and software development oversight; Data acquisition (NHS Trusts & Uni Lab); Data Evaluation; Reporting outcomes.

Methods Used

Biosensing hardware; Co-design workshop; Questionnaires; Cognitive assessment; Eye tracking; 3D Printing; Android SDK. Additional Roles Chief Investigator; Co-Investigator

Music

Wed, 27 Apr 2016 00:00:00 +0000

Albums

Videos

A metal cover.

Drums: Dai’o (Imperative Decreation)
Guitars: Fan Octo (Imperative Decreation)
Vocals: Laurie Morbey (Leeched)

I've been drumming on and off for around 12 years now. This is a quickly thrown together video (hense the auto-focus issues and sound quality)... I need to get better cameras!

Heres the actual band playing it: https://youtu.be/a3F9PkSHjlw

Seizure Detection Tutorials

Wed, 27 Apr 2016 00:00:00 +0000