Owain Cisuelo
@cisuelo
Senior ML & Software Engineer • ML from Proof‑of‑Concept to Production • Decoupled, Asynchronous Cloud‑Native Architectures
What I'm looking for
Senior ML & Software Engineer specialising in real‑time data ingestion pipelines, large‑scale distributed systems, and applied machine‑learning solutions deployed in production. I build scalable cloud‑agnostic architectures across Azure, GCP, and AWS, and low‑latency ML inference systems that operate reliably in fast‑moving, high‑ambiguity environments. I combine strong communication with autonomous execution and direct stakeholder collaboration to turn complex technical challenges into clear, actionable decisions.
I’ve delivered systems ranging from real‑time ML inference platforms for mobile health applications to event‑driven microservice architectures, high‑throughput ingestion pipelines, and large‑scale analytics platforms. to support business growth. I’ve taken products from prototype to production in start-up environments, including joining a health‑tech company as an early employee and supporting its growth to 80+ staff.
My applied ML work focused on physiological and biomedical data for personalised, non‑invasive monitoring using wearable sensors. This included developing deep‑learning models in Python/TensorFlow, building signal‑processing and denoising pipelines, and analysing large, noisy multimodal datasets within a multidisciplinary environment.
I work across the full software development lifecycle and have extensive experience with CI/CD, cloud infrastructure, and designing reliable, decoupled, maintainable systems that scale.
Experience
Work history, roles, and key accomplishments
Applied ML Research Engineer
University of Warwick
Sep 2021 - May 2025 (3 years 8 months)
Applied machine learning research engineer working on physiological monitoring and forecasting methods for deployment in wearable medical device systems as part of a translational research project. Developed and evaluated models on original real world, noisy, multimodal biomedical datasets, working within the multidisciplinary ABSPIE Lab to develop practical, clinically relevant applications.
Software Engineer
MandM Direct
Jan 2020 - Jul 2021 (1 year 6 months)
Software engineer contributing to the end to end migration of legacy on premise systems to a fully cloud native architecture, resolving major scaling and operational constraints across the business.
Software Engineer
Bioepic
Apr 2017 - Dec 2019 (2 years 8 months)
Early employee and first dedicated backend engineer at a healthcare startup, owning backend and cloud architecture from the initial prototype phase through to production systems as the company scaled from a small founding team to 80+ staff.
Full Stack Developer
Franklin Hodge Industries
Feb 2015 - Apr 2017 (2 years 2 months)
Sole developer delivering internal systems across engineering, manufacturing, and commercial operations.
-Re-architected the company’s data infrastructure
-Built automation and document generation systems integrated with industry standard software, reducing manual workload, improving data accuracy, and increasing operational efficiency across engineering and commercial teams
Education
Degrees, certifications, and relevant coursework
Swansea University
Bachelor of Science (Hons), Theoretical Physics
2009 - 2014
Bachelor of Science (Hons) in Theoretical Physics covering core theoretical and mathematical methods in physics.
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