Selected Work
2018 — 26
Dream Technologies
Research Engineer, Vision & Graphics — Spearheading Multimodal Diffusion Transformers (MMDiT) for 3D graphics synthesis at an a16z-funded startup.
University of Toronto — Sunnybrook Research Institute
Research Scientist — Digital Navigation Project for Colon Cancer Screening.
Royal Bank of Canada Capital Markets
Quantitative Developer — Developed a risk analytics and pricing model service enabling valuation, simulation, and XVA. Engineered a scalable risk and pricing model execution system (>1M tasks) in Python and C++.
University of Waterloo — Centre for Advanced Materials Joining
Research Assistant — Deep learning models generating Spot Weld cross-sections from time-series sensor data.
Hack The North
Finance Director — Leading the finance team for Canada's biggest hackathon with 1000+ hackers and >$500K operating budget.
Symphonic Labs
Software & Research Lead — Drove the development of a novel, Transformer-based video lip-reading model, achieving a 15% increase in accuracy. Implemented distributed PyTorch training infrastructure.
Institute of Aircraft Production Technology / Airbus
ML & Computer Vision Intern — Architected a mobile, multi-sensor, vision-based data acquisition system for aircraft manufacturing monitoring. Published two papers at CIRP ICME.
MIT-PITT-RW Autonomous Racing
Team Lead / Technical Program Manager — Led a 50-member research team developing a fully autonomous Indy race car in the world's fastest driverless competition.
Monsters Aliens Robots & Zombies (MARZ)
ML Research Intern — Optimized a production-level CNN and GAN pipeline for high-fidelity lip-syncing in video. Engineered a cloud-based async task queue reducing training time by 45%.
Vitreous Retina Macula Specialists of Toronto
Biomedical Research Intern — Designed 3D printed surgical instruments and reduced manufacturing costs by 90%. Led a cross-functional team of graduate students.
ILLUMITI
IT Operations and Optimization Analyst — Automated data analytics using Excel and VBA.
Victory Fireworks
Fireworks Display Assistant — Professional fireworks for the largest shows in Canada.
Chartwell Retirement Residences
Student IT Support — Provided technical support, including ticket queue management, PC configuration, and hardware repairs.
York Region Soccer Association
Soccer Referee — Head referee for small-sided soccer games.
Bayview Glen Day Camp
Junior Counselor — Planned, instructed, and oversaw activities. Ensured camper safety.