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Owain Cisuelo

@cisuelo

Senior ML & Software Engineer • ML from Proof‑of‑Concept to Production • Decoupled, Asynchronous Cloud‑Native Architectures

United Kingdom
Message

What I'm looking for

I am seeking roles where I can apply ML and cloud engineering to clinical or healthcare products, focusing on scalable, secure systems and research translation.

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

UW

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.

FI

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 logoSU

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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