Machine Learning Engineer Sydney, Australia
I build AI systems that make it into the real world.
Production machine learning, computer vision, and agentic systems, grounded in careful research and measured by what they make possible.
Research to productionScroll to explore
A little context
Research-minded.
Production-focused.
I am a machine learning engineer focused on turning research into dependable AI products. At IHX, I re-engineered a document-intelligence product supporting around 90% of company revenue, reaching 99% table-classification precision and cutting pipeline time by half.
At the University of Technology Sydney, I research mechanistic interpretability for EEG foundation models. My work spans model evaluation, sparse feature analysis, computer vision, multimodal systems, and production AI engineering.
I build end-to-end systems, from data and model experiments through APIs, observability, and deployment. I also write about ideas and implementations I am exploring in the blog.
Selected work / 2025-26
Projects.
June 2026
Award winnerPitchSense
Computer vision for football tactics, turning ordinary match footage into pitch-level telemetry without GPS trackers or specialist hardware.
Explore projectJune 2026
Pixel Sprites
Multimodal Memory & Agentic Content System
A multimodal AI application with specialized agents for understanding and creating content from images, video, and audio.
Explore projectNovember 2025
Habit Tracker
AI-Powered Task Categorizer
A full-stack habit and task-tracking system that categorizes Google Tasks with AI and brings daily activity into view.
Explore projectApril 2026
AI Car Insurance Advisor
An AI insurance recommendation system combining driver-risk prediction, premium estimation, policy ranking, and evidence-backed explanations.
Explore projectResearch, 2025-present
EEG Foundation Model Interpretability
Research into how pretrained EEG transformers represent neurological states, using sparse feature analysis and activation-level interpretation.
Explore projectTools and methods
What I work with.
From model research and evaluation to the APIs, workflows, and monitoring around a production system.