Experience
Enterprise Portfolio Business Analyst Intern
AI/ML/DataGeotab
Sep 2026 - PresentOakville, ON
AI Co-op
AI/ML4AG Robotics
May-2026 – Aug-2026Salmon Arm, BC
- ▹Trained an object detection and classification model on approximately 2,000 images using transfer learning, achieving over 97% classification accuracy for a robotic mushroom-harvesting system
- ▹Enhanced an internal annotation tool using Python and Qt, increasing labeling speed by 31% and accelerating supervised learning dataset preparation
- ▹Managed and quality-checked annotated datasets using Roboflow, improving label consistency and reducing storage credit usage by 17% by migrating data to local hard drives
- ▹Prepared real-mushroom measurement data used to create representative test objects, enabling realistic performance testing
Machine Learning Engineer
AI/MLQMIND
Sep 2024 – April 2026Kingston, ON
- ▹Building RAG-driven instruction generation; piloted with 50+ patients in clinical use.
- ▹Enabled clinician self-serve uploads and QR code delivery for scalable access.
- ▹Synthesized generative AI responses with scientific literature and patient medical data to ensure optimal patient guidance, achieving 89% accuracy with physician recommendations
Software Developer
Backend/AI/MLEngineering Society
Sept 2025 – April 2026Kingston, ON
- ▹Improved interview callback rates by 30% by building an AI-powered service that analyzes resume structure, content, and keywords against targeted job postings using Python and Gemini API
- ▹Reduced resume-editing time by 35 minutes per user by automating personalized recommendations for skills, keywords, and content improvements
- ▹Improved applicant tracking system alignment by applying natural language processing to identify gaps between resumes and job requirements, measured by stronger keyword and skill coverage
External Relations Coordinator
LeadershipQMIND
June 2025 – April 2026Kingston, ON
- ▹Expanded QMIND's external network by 25%.
- ▹Built relationships with alumni, mentors, and industry stakeholders.
Systems Administrator
InfrastructureTrillium Health Partners
Jun 2025 – Aug 2025Mississauga, ON
- ▹Built virtual data center models in Sunbird DCIM to monitor 20+ server racks in real time across multiple locations
- ▹Executed hardware install/upgrade/decommission cycles to scale data centers for patient medical record storage
- ▹Integrated environment sensors for temperature and voltage to improve response time for data center issues by 18%