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Network Anomaly Detection
End-to-end production-style pipeline using a two-tiered ensemble model — first flags anomalous traffic, then categorises the attack type.
Cyber & Networking Veteran → Data / ML Engineer
6 years military cyber and networking ops background, now pursuing an MSc in AI. I build things at the intersection of machine learning, data engineering, and software — and I'm looking to put that to work in industry.
Background
ML Engineer with a 6-year Royal Air Force background in cyber assurance, network operations, and secure systems. I've worked on critical communications infrastructure, cloud-based environments, and sensitive information systems — the kind of operational context that shapes how I think about reliability, security, and getting things right under pressure.
I'm now completing an MSc in Artificial Intelligence at the University of Essex and building toward ML engineering roles in the defence and security sector. Recent project: a production-grade network intrusion detection pipeline — XGBoost classifier (F1=0.9036), Isolation Forest ensemble, FastAPI inference API, deployed to AWS ECS Fargate with GitHub Actions CI/CD and runtime drift monitoring.
CompTIA Security+, 2× Cisco CCNA, Red Hat certified. Google and AWS ML certifications in progress.
Work
A selection of projects built during my MSc and personal study — more on the way.
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End-to-end production-style pipeline using a two-tiered ensemble model — first flags anomalous traffic, then categorises the attack type.
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Notebook projects from my MSc in AI — fraud detection, housing regression, data analytics, and explainable AI. Early work, building toward production.
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6 years RAF service across cyber assurance, overseas IS deployments, and network engineering — the operational foundation behind everything else.
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CompTIA Security+, 2× Cisco CCNA, Red Hat, AgilePM, PCEP Python — plus academic qualifications from Open University and City & Guilds.
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2× Manchester Marathon, UK National 3 Peaks sub-24hrs, Kilimanjaro summit, and a Commendation Award for overseas military service.
Get in touch
Whether you have a question, a collaboration idea, or just want to connect — drop me a message and I'll get back to you.