Portfolio — Edition 2026 / Machine Learning & Applied AI

Machine learning, applied AI,
and the software around it.

I'm a machine learning & applied-AI engineer and software developer: taking models from research into production and building the systems they live in, with the patience of a collector.

Role Machine Learning Engineer
@ Derivco
Studio Founder,
Mosaic Systems
Education Hons, Data Analytics Cum Laude
Find me LinkedIn · GitHub · Medium
01 / About Profile

I'm a Machine Learning Engineer at Derivco, where I take models from research into dependable production. My background is in data science; I completed an honours degree cum laude, built on an undergraduate foundation in application development, so I'm as comfortable shipping the interface as I am training the model behind it.

Alongside that, I run Mosaic Systems, a technology company delivering real, tech-forward solutions to its clients, across AI, data, automation, home labs, and hardware. It's where I take ideas the whole way: practical intelligence, built deliberately, for real use.

The thread through all of it is craft. I'm drawn to things that are engineered to last and rewarding to use, which is probably why, away from the keyboard, I'm usually found with a fountain pen, a mechanical watch, or a good book in reach.

Applied ML Production Systems Data Science App Development Azure AI Research → Deployment
02 / Work & Education Curriculum Vitae
2025 — Now Founder & ML Lead Mosaic SystemsApplied-AI Studio Building practical intelligence, deliberately. Current
2024 — Now Machine Learning Engineer DerivcoSoftware & Data Research models into reliable production systems. Current
2023 Honours, Data Analytics Graduated Cum LaudePostgraduate Statistics, machine learning & modelling.
2020 — 2022 BCad, Computer Science majoring in Application Development Graduated Cum LaudeSoftware Engineering Foundations in building & shipping software.
03 / The Company mosaicsystem5.com
Technology Company · Est. 2025

Real solutions, built from the right pieces.

A technology company delivering tech-forward solutions across AI, data, automation, home labs, and hardware — taken the whole way, from first principle to working system.

Visit mosaicsystem5.com
Built deliberately, like a mosaic
  1. 01UnderstandThe real problem, not the buzzword.
  2. 02AssembleThe right pieces, chosen on merit.
  3. 03ShipInto production, tested & observable.
  4. 04RefineMeasure, tune, keep it sharp.
01 AI & Automation Applied ML · LLMs · Agents · Vision
02 Data Pipelines · Analytics · Modelling
03 Software Applications · APIs · Tooling
04 Hardware Edge · Sensors · Prototyping
05 Home Labs Self-Hosted · Networking · Servers
04 / Projects Home Lab

Things I build at home: mostly to learn by doing, and because hardware is its own kind of craft.

P-01 — Self-Hosted Running

Home Media Server

A personal movie-and-media streaming service: my own hard-drive library served from a Raspberry Pi and streamable to any screen in the house — and to any trusted device, anywhere in the world, over a VPN. My own little cinema, no subscription required.

Raspberry Pi Linux HDD Library Media Streaming Self-Hosted
P-02 — Computer Vision Running

AI Home Surveillance

Old webcams repurposed into a smart security system: computer-vision detection flags activity, and online LLMs interpret each event and describe what's happening in plain language.

Computer Vision LLM APIs Python Repurposed Webcams Real-Time Alerts
05 / Writing Selected · medium.com/@mosorr
19 Mar 2025 AI Unleashed: Inside NVIDIA's GTC 2025 Breakthroughs A deep research piece on the future of intelligent systems, from NVIDIA's GTC 2025. Research 20 Aug 2024 AI-900: Azure AI Fundamentals — All You Need A working engineer's guide to the Azure AI Fundamentals certification. Machine Learning 20 Aug 2024 The Timeless Allure of Fountain Pens Why they're more than just writing instruments. Craft 03 Sep 2024 Steel and Stories: The Charm of the Higonokami History wrapped in steel, brass, and time-worn tradition. Craft
06 / Collections Off the clock

The same eye for mechanism and material that I bring to engineering, applied to things I keep.

01
Fountain Pens
Nibs, inks & the
pleasure of writing
02
Horology
Mechanical movements
& honest complications
03
Film
Frame, light
& the long cut
04
Fragrance
Olfactory notes
& the art of accords
05
Books
Margins, markups
& slow reading
07 / Contact Open to good work