Liam Stubbington, HCA Harley Street

Liam is a self-taught, self-proclaimed, Pythonista with a reputation for so called shadow IT. His love for python stemmed from necessity after repeatedly taking umbrage at MATLAB's pricing and now continues to grow through interest. He is interested in everything RT Physics and has dabbled in an RT department's computing section and also spent time in the dark and mysterious waters that are brachytherapy, but his work life is now dominated by the QA and dosimetry of the shiny new MR-LINAC at HCA Harley Street. Reach him on GitHub (@liam-stubbington) or e-mail: liam.stubbington@hcahealthcare.co.uk. 

Alex Drysdale, Newton's Tree

Alex Drysdale, PhD, is a Clinical Data Scientist / Forward Deployed Engineer at Newton's Tree. With a background in designing explainable clinical AI, Alex specialises in bridging the gap between advanced machine learning and practical clinical deployment.

LinkedIn: https://www.linkedin.com/in/alex-drysdale-739482412/.

Hayley Ings, Hywel Dda University Health Board

Hayley Ings is a Trainee Clinical Scientist specialising in Clinical Scientific Computing at Hywel Dda University Health Board. Based in a Cardio-Respiratory department, she is involved in the development of digital systems, software integration, and data-driven projects to support service improvement, innovation, and cardiac research. She completed a BSc in Biochemistry at Swansea University, where her research focused on using signal processing and data analysis techniques to identify altered molecular components in diseased cardiomyocyte networks.