What I Build

Production-grade engineering for ambitious projects. From prototype to scale.

ML Pipeline Development

End-to-end machine learning systems — from data ingestion to model deployment. I build pipelines that scale to terabytes and serve predictions in milliseconds.

  • Custom model training & fine-tuning
  • Data pipeline architecture (batch + streaming)
  • Model deployment & monitoring
  • LLM integration & prompt engineering
PyTorch FastAPI Docker Azure ML

HPC & Performance Engineering

Making slow code fast. I specialise in parallelisation, GPU programming, and squeezing every cycle out of compute-heavy workloads.

  • Code profiling & bottleneck analysis
  • MPI/OpenMP parallelisation
  • CUDA GPU programming
  • Memory optimisation & cache tuning
C/C++ CUDA MPI OpenMP

Full-Stack API Development

Backend-heavy systems that won't break under load. REST APIs, microservices, and data-intensive web applications built for production.

  • RESTful API design & implementation
  • Microservices architecture
  • Database design (SQL & NoSQL)
  • Cloud deployment & DevOps
Python FastAPI PostgreSQL Azure

How I Work

01

Discovery

I start by understanding your problem deeply — not just the technical requirements, but the business context. What does success look like?

02

Architect

I design the system architecture, choose the right tools, and plan for scalability. You get a technical proposal before any code is written.

03

Build & Iterate

Agile delivery in 1-2 week sprints. You see working code early, give feedback, and we refine. Every commit is tested and documented.

04

Deliver & Support

Production deployment with documentation, monitoring, and a handover session. I offer 30-day post-delivery support as standard.

Working Together

Freelance

Project-based or hourly

  • Ideal for defined scope projects
  • Available on Upwork & direct
  • Milestone-based payments
  • Full IP transfer on completion
Get a Quote

Full-Time

Permanent roles

  • Seeking £50K+ roles
  • Edinburgh or London-based
  • Graduate Route Visa eligible
  • Available from Sep 2025
View Resume

Ready to Ship?

Tell me about your project. I'll get back within 24 hours with a plan.