Hi, I'm
Abie Marshall.
Turning Complex Data into Scalable Solutions.

Experienced Software/Data/ML Engineer with a strong foundation in data science (BSc in Physics, MSc in Data Science). I’ve had the privilege to work across the tech spectrum and led impactful Software/Data/ML projects across several scientific industries - from mass spectrometry to earth observation. I bring a blend of skills that allow me to excel at researching solutions whilst also able to productionise and deploy these. I enjoy working with strongly typed languages with extensive experience in modern C++ and Rust, and more recently, Python with mypy and ruff set to hard mode. TypeScript isn't too bad either! I’m passionate about writing maintainable code with a focus on solid architecture and best practices like TDD.

01. About me

Abie Marshall | MSc | BSc

🏆 MSc Distinction - Data Science

🥇 BSc First Class - Physics

👨🏻‍💻 Awesome Development Skills

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Hey! I'm an experienced engineer who enjoys getting stuck into all aspects of the software delivery lifecycle - from requirements gathering, architecture and implementation to testing and deployment. I’m also comfortable putting on my math hat to dive into data science and machine learning, which gives me a unique ability to bridge the gap between research and production.

I've enjoyed applying my skills to solve all kinds of real-world scientific problems, notably the systems that I contributed towards were recognised as part of the solution for the Pfizer – BioNTech COVID-19 vaccine. However, I have a particular passion for geospatial and earth observation data. I have contributed to several publications in this area mostly focussed on applying novel machine learning techniques to satellite data and using this to map above ground biomass.

When I'm inside but not at my computer you'd probably find me renovating my Edinburgh tenement, putting together some metal and synth-wave playlists, gaming or occasionally painting. When I'm outside, I enjoy hiking, cycling and heading to the gym.

02. Where I've worked

Senior Engineer @ Sylvera

April 2023 - present

Senior engineer within the Earth Analytics team, mentoring a team of engineers to scale Sylvera’s geospatial products and unlock new revenue streams, with a target contribution of one- third of the company’s annual recurring revenue. Tech includes Python, C++, Typescript, AWS, Docker, Terraform.

  • I lead the design of a new external service, collaborating across teams and engaging with customers to deliver proprietary data to the market for the first time.

  • I modernised engineering standards, mentored colleagues and consolidated a fragmented codebase into a platform - providing a launchpad to scale the business to the next level.

  • I led a team to productionise and automate 25 manual geospatial products. This reduced data delivery times from over a week to an averageof 30 minutes and increased the volume of delivery from around 5 projects a week toin order of hundreds.

  • Contributed to novel ML techniques applied to satellite data for above ground biomass mapping that have been published in scientific journals.

03. What I've studied

2021 - 2022

Developed a thorough understanding of machine learning/statistical methodologies and how to apply these to scientific data. For my dissertation, Segmentation of Windthrow in High Resolution Capella SAR Images Using Fully Convolutional Networks, I developed tools to automate the processing of SAR imagery into a format suitable for deep learning and developing novel segmentation algorithms. This work was supervised by Prof Iain Woodhouse and I worked closely with Capella Space. Courses Included:

  • Achieved an MSc with Distinction

  • Dissertation Mark 87%

04. Things I've built

⚡️ Zapp 🐍 @ github

Zapp is a Python tool to automatically generate and maintain python module interfaces. Zapp is inspired by the modular monolith architecture and is designed to compliment the awesome tach package.

  • Open source and free to use! 🌍

  • Written in rust 🦀

  • Installed via pip 🐍

© 2025 Abie Marshall. Built by me! Using Gatsby + React + Chakra UI

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