Experience

Geotab logo

Enterprise Portfolio Analyst Intern

AI/ML/Data

Geotab

Sep 2026 - PresentOakville, ON
    4AG Robotics logo

    AI Co-op

    AI/ML

    4AG 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
    QMIND logo

    Machine Learning Engineer

    AI/ML

    QMIND

    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
    Engineering Society logo

    Software Developer

    Backend/AI/ML

    Engineering Society

    Sept 2025 – April 2026Kingston, ON
    • 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
    QMIND logo

    External Relations Coordinator

    Leadership

    QMIND

    June 2025 – April 2026Kingston, ON
    • Expanded QMIND's external network by 25%.
    • Built relationships with alumni, mentors, and industry stakeholders.
    Trillium Health Partners logo

    Systems Administrator

    Infrastructure

    Trillium 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%